{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "import numpy as np\n",
    "import random\n",
    "from model import QNetwork, get_network_input\n",
    "from Game import GameEnvironment\n",
    "from collections import deque\n",
    "from replay_buffer import ReplayMemory\n",
    "import time\n",
    "\n",
    "model = QNetwork(input_dim=10, hidden_dim=20, output_dim=5)\n",
    "epsilon = 0.1\n",
    "gridsize = 15 \n",
    "GAMMA = 0.9\n",
    "\n",
    "board = GameEnvironment(gridsize, nothing=0, dead=-1, apple=1)\n",
    "memory = ReplayMemory(1000)  \n",
    "optimizer = torch.optim.Adam(model.parameters(), lr = 1e-5)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run_episode(num_games):\n",
    "    run = True\n",
    "    move=0\n",
    "    games_played = 0\n",
    "    total_reward = 0    \n",
    "    episode_games = 0\n",
    "    len_array = []\n",
    "    \n",
    "    while run:\n",
    "        state = get_network_input(board.snake, board.apple)\n",
    "        action_0 = model(state)\n",
    "        rand = np.random.uniform(0,1)\n",
    "        if rand > epsilon:\n",
    "            action = torch.argmax(action_0)\n",
    "        else:\n",
    "            action = np.random.randint(0,5)\n",
    "\n",
    "        ## update_boardstate the same snake till    \n",
    "        reward, done, len_of_snake = board.update_boardstate(action)\n",
    "        next_state = get_network_input(board.snake, board.apple)\n",
    "        \n",
    "        memory.push(state, action, reward, next_state, done)\n",
    "        \n",
    "        total_reward += reward\n",
    "        \n",
    "        episode_games += 1\n",
    "        \n",
    "        if board.game_over == True:\n",
    "            games_played += 1\n",
    "            len_array.append(len_of_snake)\n",
    "            board.resetgame()\n",
    "            \n",
    "            if num_games == games_played:\n",
    "                run = False\n",
    "                \n",
    "    avg_len_of_snake = np.mean(len_array)\n",
    "    max_len_of_snake = np.max(len_array)\n",
    "    return total_reward, avg_len_of_snake, max_len_of_snake"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "MSE = nn.MSELoss()\n",
    "def learn(num_updates, batch_size):\n",
    "    \n",
    "    total_loss = 0\n",
    "    \n",
    "    for i in range(num_updates):\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        sample = memory.sample(batch_size)\n",
    "            \n",
    "        states, actions, rewards, next_states, dones = sample\n",
    "        states = torch.cat([x.unsqueeze(0) for x in states], dim=0) \n",
    "        actions = torch.LongTensor(actions) \n",
    "        rewards = torch.FloatTensor(rewards) \n",
    "        next_states = torch.cat([x.unsqueeze(0) for x in next_states]) \n",
    "        dones = torch.FloatTensor(dones) \n",
    "        \n",
    "        q_local = model.forward(states)\n",
    "        next_q_value = model.forward(next_states)\n",
    "\n",
    "        Q_expected  = q_local.gather(1, actions.unsqueeze(0).transpose(0,1)).transpose(0,1).squeeze(0)  \n",
    "        \n",
    "        Q_targets_next  = torch.max(next_q_value, 1)[0]*(torch.ones(dones.size()) - dones)\n",
    "        \n",
    "        Q_targets  = rewards + GAMMA * Q_targets_next \n",
    "        \n",
    "        loss = MSE(Q_expected, Q_targets)\n",
    "        \n",
    "        total_loss += loss\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        \n",
    "    return total_loss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:     10, Loss: 8.479, Avg.Score: -30.00, Avg.LenOfSnake: 5.00, Max.LenOfSnake:  5.00 Time: 00:00:17 \n",
      "Ep.:     20, Loss: 6.884, Avg.Score: -29.00, Avg.LenOfSnake: 5.03, Max.LenOfSnake:  6.00 Time: 00:00:33 \n",
      "Ep.:     30, Loss: 5.100, Avg.Score: -27.00, Avg.LenOfSnake: 5.10, Max.LenOfSnake:  6.00 Time: 00:00:47 \n",
      "Ep.:     40, Loss: 5.464, Avg.Score: -29.00, Avg.LenOfSnake: 5.03, Max.LenOfSnake:  6.00 Time: 00:01:02 \n",
      "Ep.:     50, Loss: 6.070, Avg.Score: -26.00, Avg.LenOfSnake: 5.13, Max.LenOfSnake:  6.00 Time: 00:01:17 \n",
      "Ep.:     60, Loss: 5.344, Avg.Score: -26.00, Avg.LenOfSnake: 5.13, Max.LenOfSnake:  7.00 Time: 00:01:35 \n",
      "Ep.:     70, Loss: 5.554, Avg.Score: -28.00, Avg.LenOfSnake: 5.07, Max.LenOfSnake:  6.00 Time: 00:01:52 \n",
      "Ep.:     80, Loss: 5.250, Avg.Score: -29.00, Avg.LenOfSnake: 5.03, Max.LenOfSnake:  6.00 Time: 00:02:11 \n",
      "Ep.:     90, Loss: 5.612, Avg.Score: -27.00, Avg.LenOfSnake: 5.10, Max.LenOfSnake:  6.00 Time: 00:02:31 \n",
      "Ep.:    100, Loss: 7.287, Avg.Score: -22.00, Avg.LenOfSnake: 5.27, Max.LenOfSnake:  7.00 Time: 00:02:53 \n",
      "Ep.:    110, Loss: 4.563, Avg.Score: -28.00, Avg.LenOfSnake: 5.07, Max.LenOfSnake:  6.00 Time: 00:03:13 \n",
      "Ep.:    120, Loss: 5.311, Avg.Score: -27.00, Avg.LenOfSnake: 5.10, Max.LenOfSnake:  6.00 Time: 00:03:35 \n",
      "Ep.:    130, Loss: 5.895, Avg.Score: -26.00, Avg.LenOfSnake: 5.13, Max.LenOfSnake:  7.00 Time: 00:04:04 \n",
      "Ep.:    140, Loss: 4.123, Avg.Score: -28.00, Avg.LenOfSnake: 5.07, Max.LenOfSnake:  6.00 Time: 00:04:27 \n",
      "Ep.:    150, Loss: 5.830, Avg.Score: -23.00, Avg.LenOfSnake: 5.23, Max.LenOfSnake:  6.00 Time: 00:04:49 \n",
      "Ep.:    160, Loss: 5.530, Avg.Score: -24.00, Avg.LenOfSnake: 5.20, Max.LenOfSnake:  6.00 Time: 00:05:11 \n",
      "Ep.:    170, Loss: 5.475, Avg.Score: -27.00, Avg.LenOfSnake: 5.10, Max.LenOfSnake:  7.00 Time: 00:05:32 \n",
      "Ep.:    180, Loss: 4.632, Avg.Score: -25.00, Avg.LenOfSnake: 5.17, Max.LenOfSnake:  6.00 Time: 00:05:54 \n",
      "Ep.:    190, Loss: 5.820, Avg.Score: -23.00, Avg.LenOfSnake: 5.23, Max.LenOfSnake:  7.00 Time: 00:06:20 \n",
      "Ep.:    200, Loss: 5.875, Avg.Score: -17.00, Avg.LenOfSnake: 5.43, Max.LenOfSnake:  9.00 Time: 00:06:47 \n",
      "Ep.:    210, Loss: 6.060, Avg.Score: -18.00, Avg.LenOfSnake: 5.40, Max.LenOfSnake:  7.00 Time: 00:07:10 \n",
      "Ep.:    220, Loss: 5.012, Avg.Score: -23.00, Avg.LenOfSnake: 5.23, Max.LenOfSnake:  6.00 Time: 00:07:38 \n",
      "Ep.:    230, Loss: 8.458, Avg.Score: 1.00, Avg.LenOfSnake: 6.03, Max.LenOfSnake:  8.00 Time: 00:08:03 \n",
      "Ep.:    240, Loss: 7.955, Avg.Score: -19.00, Avg.LenOfSnake: 5.37, Max.LenOfSnake:  8.00 Time: 00:08:25 \n",
      "Ep.:    250, Loss: 6.806, Avg.Score: -19.00, Avg.LenOfSnake: 5.37, Max.LenOfSnake:  7.00 Time: 00:08:46 \n",
      "Ep.:    260, Loss: 7.179, Avg.Score: -14.00, Avg.LenOfSnake: 5.53, Max.LenOfSnake:  7.00 Time: 00:09:10 \n",
      "Ep.:    270, Loss: 6.750, Avg.Score: -12.00, Avg.LenOfSnake: 5.60, Max.LenOfSnake:  8.00 Time: 00:09:34 \n",
      "Ep.:    280, Loss: 8.318, Avg.Score: -7.00, Avg.LenOfSnake: 5.77, Max.LenOfSnake:  8.00 Time: 00:09:57 \n",
      "Ep.:    290, Loss: 6.814, Avg.Score: -16.00, Avg.LenOfSnake: 5.47, Max.LenOfSnake:  8.00 Time: 00:10:20 \n",
      "Ep.:    300, Loss: 8.307, Avg.Score: -17.00, Avg.LenOfSnake: 5.43, Max.LenOfSnake:  9.00 Time: 00:10:39 \n",
      "Ep.:    310, Loss: 8.814, Avg.Score: -21.00, Avg.LenOfSnake: 5.30, Max.LenOfSnake:  8.00 Time: 00:11:01 \n",
      "Ep.:    320, Loss: 8.842, Avg.Score: -3.00, Avg.LenOfSnake: 5.90, Max.LenOfSnake:  9.00 Time: 00:11:22 \n",
      "Ep.:    330, Loss: 7.963, Avg.Score: -13.00, Avg.LenOfSnake: 5.57, Max.LenOfSnake:  8.00 Time: 00:11:45 \n",
      "Ep.:    340, Loss: 9.178, Avg.Score: -15.00, Avg.LenOfSnake: 5.50, Max.LenOfSnake:  8.00 Time: 00:12:04 \n",
      "Ep.:    350, Loss: 7.245, Avg.Score: -16.00, Avg.LenOfSnake: 5.47, Max.LenOfSnake:  10.00 Time: 00:12:27 \n",
      "Ep.:    360, Loss: 7.730, Avg.Score: -19.00, Avg.LenOfSnake: 5.37, Max.LenOfSnake:  8.00 Time: 00:12:48 \n",
      "Ep.:    370, Loss: 7.906, Avg.Score: -15.00, Avg.LenOfSnake: 5.50, Max.LenOfSnake:  8.00 Time: 00:13:09 \n",
      "Ep.:    380, Loss: 9.029, Avg.Score: -10.00, Avg.LenOfSnake: 5.67, Max.LenOfSnake:  8.00 Time: 00:13:29 \n",
      "Ep.:    390, Loss: 8.124, Avg.Score: -9.00, Avg.LenOfSnake: 5.70, Max.LenOfSnake:  8.00 Time: 00:13:50 \n",
      "Ep.:    400, Loss: 10.060, Avg.Score: -14.00, Avg.LenOfSnake: 5.53, Max.LenOfSnake:  9.00 Time: 00:14:10 \n",
      "Ep.:    410, Loss: 8.421, Avg.Score: -15.00, Avg.LenOfSnake: 5.50, Max.LenOfSnake:  7.00 Time: 00:14:31 \n",
      "Ep.:    420, Loss: 8.391, Avg.Score: -11.00, Avg.LenOfSnake: 5.63, Max.LenOfSnake:  10.00 Time: 00:14:49 \n",
      "Ep.:    430, Loss: 7.283, Avg.Score: -14.00, Avg.LenOfSnake: 5.53, Max.LenOfSnake:  7.00 Time: 00:15:10 \n",
      "Ep.:    440, Loss: 8.562, Avg.Score: -20.00, Avg.LenOfSnake: 5.33, Max.LenOfSnake:  8.00 Time: 00:15:28 \n",
      "Ep.:    450, Loss: 7.044, Avg.Score: -20.00, Avg.LenOfSnake: 5.33, Max.LenOfSnake:  8.00 Time: 00:15:48 \n",
      "Ep.:    460, Loss: 7.916, Avg.Score: -20.00, Avg.LenOfSnake: 5.33, Max.LenOfSnake:  7.00 Time: 00:16:09 \n",
      "Ep.:    470, Loss: 7.830, Avg.Score: -12.00, Avg.LenOfSnake: 5.60, Max.LenOfSnake:  9.00 Time: 00:16:29 \n",
      "Ep.:    480, Loss: 6.489, Avg.Score: -23.00, Avg.LenOfSnake: 5.23, Max.LenOfSnake:  7.00 Time: 00:16:46 \n",
      "Ep.:    490, Loss: 7.778, Avg.Score: -15.00, Avg.LenOfSnake: 5.50, Max.LenOfSnake:  8.00 Time: 00:17:05 \n",
      "Ep.:    500, Loss: 7.507, Avg.Score: -14.00, Avg.LenOfSnake: 5.53, Max.LenOfSnake:  9.00 Time: 00:17:24 \n",
      "Ep.:    510, Loss: 6.195, Avg.Score: -19.00, Avg.LenOfSnake: 5.37, Max.LenOfSnake:  8.00 Time: 00:17:45 \n",
      "Ep.:    520, Loss: 9.918, Avg.Score: -16.00, Avg.LenOfSnake: 5.47, Max.LenOfSnake:  8.00 Time: 00:18:04 \n",
      "Ep.:    530, Loss: 10.139, Avg.Score: -14.00, Avg.LenOfSnake: 5.53, Max.LenOfSnake:  8.00 Time: 00:18:22 \n",
      "Ep.:    540, Loss: 6.996, Avg.Score: -21.00, Avg.LenOfSnake: 5.30, Max.LenOfSnake:  8.00 Time: 00:18:40 \n",
      "Ep.:    550, Loss: 6.246, Avg.Score: -11.00, Avg.LenOfSnake: 5.63, Max.LenOfSnake:  7.00 Time: 00:19:01 \n",
      "Ep.:    560, Loss: 9.661, Avg.Score: -9.00, Avg.LenOfSnake: 5.70, Max.LenOfSnake:  12.00 Time: 00:19:21 \n",
      "Ep.:    570, Loss: 11.708, Avg.Score: 9.00, Avg.LenOfSnake: 6.30, Max.LenOfSnake:  10.00 Time: 00:19:42 \n",
      "Ep.:    580, Loss: 8.509, Avg.Score: -5.00, Avg.LenOfSnake: 5.83, Max.LenOfSnake:  9.00 Time: 00:20:02 \n",
      "Ep.:    590, Loss: 8.370, Avg.Score: -6.00, Avg.LenOfSnake: 5.80, Max.LenOfSnake:  10.00 Time: 00:20:25 \n",
      "Ep.:    600, Loss: 8.020, Avg.Score: 5.00, Avg.LenOfSnake: 6.17, Max.LenOfSnake:  10.00 Time: 00:20:47 \n",
      "Ep.:    610, Loss: 6.621, Avg.Score: -3.00, Avg.LenOfSnake: 5.90, Max.LenOfSnake:  9.00 Time: 00:21:14 \n",
      "Ep.:    620, Loss: 8.800, Avg.Score: -7.00, Avg.LenOfSnake: 5.77, Max.LenOfSnake:  10.00 Time: 00:21:37 \n",
      "Ep.:    630, Loss: 8.774, Avg.Score: 8.00, Avg.LenOfSnake: 6.27, Max.LenOfSnake:  9.00 Time: 00:22:03 \n",
      "Ep.:    640, Loss: 8.455, Avg.Score: -5.00, Avg.LenOfSnake: 5.83, Max.LenOfSnake:  8.00 Time: 00:22:28 \n",
      "Ep.:    650, Loss: 7.417, Avg.Score: -16.00, Avg.LenOfSnake: 5.47, Max.LenOfSnake:  8.00 Time: 00:22:53 \n",
      "Ep.:    660, Loss: 8.514, Avg.Score: -4.00, Avg.LenOfSnake: 5.87, Max.LenOfSnake:  12.00 Time: 00:23:18 \n",
      "Ep.:    670, Loss: 7.066, Avg.Score: -16.00, Avg.LenOfSnake: 5.47, Max.LenOfSnake:  8.00 Time: 00:23:41 \n",
      "Ep.:    680, Loss: 7.618, Avg.Score: -10.00, Avg.LenOfSnake: 5.67, Max.LenOfSnake:  8.00 Time: 00:24:04 \n",
      "Ep.:    690, Loss: 9.562, Avg.Score: 17.00, Avg.LenOfSnake: 6.57, Max.LenOfSnake:  12.00 Time: 00:24:29 \n",
      "Ep.:    700, Loss: 11.672, Avg.Score: 9.00, Avg.LenOfSnake: 6.30, Max.LenOfSnake:  13.00 Time: 00:24:54 \n",
      "Ep.:    710, Loss: 10.802, Avg.Score: -10.00, Avg.LenOfSnake: 5.67, Max.LenOfSnake:  8.00 Time: 00:25:18 \n",
      "Ep.:    720, Loss: 11.408, Avg.Score: 14.00, Avg.LenOfSnake: 6.47, Max.LenOfSnake:  12.00 Time: 00:25:45 \n",
      "Ep.:    730, Loss: 10.983, Avg.Score: 30.00, Avg.LenOfSnake: 7.00, Max.LenOfSnake:  12.00 Time: 00:26:12 \n",
      "Ep.:    740, Loss: 11.501, Avg.Score: 38.00, Avg.LenOfSnake: 7.27, Max.LenOfSnake:  13.00 Time: 00:26:35 \n",
      "Ep.:    750, Loss: 9.972, Avg.Score: 7.00, Avg.LenOfSnake: 6.23, Max.LenOfSnake:  9.00 Time: 00:27:02 \n",
      "Ep.:    760, Loss: 9.887, Avg.Score: 15.00, Avg.LenOfSnake: 6.50, Max.LenOfSnake:  11.00 Time: 00:27:29 \n",
      "Ep.:    770, Loss: 14.725, Avg.Score: 19.00, Avg.LenOfSnake: 6.63, Max.LenOfSnake:  13.00 Time: 00:27:54 \n",
      "Ep.:    780, Loss: 12.587, Avg.Score: 38.00, Avg.LenOfSnake: 7.27, Max.LenOfSnake:  11.00 Time: 00:28:26 \n",
      "Ep.:    790, Loss: 14.108, Avg.Score: 23.00, Avg.LenOfSnake: 6.77, Max.LenOfSnake:  11.00 Time: 00:28:46 \n",
      "Ep.:    800, Loss: 12.933, Avg.Score: 19.00, Avg.LenOfSnake: 6.63, Max.LenOfSnake:  10.00 Time: 00:29:05 \n",
      "Ep.:    810, Loss: 12.473, Avg.Score: 33.00, Avg.LenOfSnake: 7.10, Max.LenOfSnake:  10.00 Time: 00:29:24 \n",
      "Ep.:    820, Loss: 10.821, Avg.Score: 38.00, Avg.LenOfSnake: 7.27, Max.LenOfSnake:  11.00 Time: 00:29:45 \n",
      "Ep.:    830, Loss: 11.252, Avg.Score: 30.00, Avg.LenOfSnake: 7.00, Max.LenOfSnake:  11.00 Time: 00:30:05 \n",
      "Ep.:    840, Loss: 15.598, Avg.Score: 37.00, Avg.LenOfSnake: 7.20, Max.LenOfSnake:  10.00 Time: 00:30:28 \n",
      "Ep.:    850, Loss: 12.684, Avg.Score: 33.00, Avg.LenOfSnake: 7.10, Max.LenOfSnake:  10.00 Time: 00:30:54 \n",
      "Ep.:    860, Loss: 13.835, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  15.00 Time: 00:31:21 \n",
      "Ep.:    870, Loss: 16.535, Avg.Score: 18.00, Avg.LenOfSnake: 6.60, Max.LenOfSnake:  11.00 Time: 00:31:47 \n",
      "Ep.:    880, Loss: 13.279, Avg.Score: 17.00, Avg.LenOfSnake: 6.57, Max.LenOfSnake:  13.00 Time: 00:32:14 \n",
      "Ep.:    890, Loss: 12.749, Avg.Score: 42.00, Avg.LenOfSnake: 7.40, Max.LenOfSnake:  12.00 Time: 00:32:36 \n",
      "Ep.:    900, Loss: 15.290, Avg.Score: 32.00, Avg.LenOfSnake: 7.07, Max.LenOfSnake:  13.00 Time: 00:32:59 \n",
      "Ep.:    910, Loss: 15.927, Avg.Score: 53.00, Avg.LenOfSnake: 7.77, Max.LenOfSnake:  11.00 Time: 00:33:26 \n",
      "Ep.:    920, Loss: 16.085, Avg.Score: 76.00, Avg.LenOfSnake: 8.53, Max.LenOfSnake:  19.00 Time: 00:33:48 \n",
      "Ep.:    930, Loss: 12.756, Avg.Score: 30.00, Avg.LenOfSnake: 7.00, Max.LenOfSnake:  11.00 Time: 00:34:08 \n",
      "Ep.:    940, Loss: 13.863, Avg.Score: 35.00, Avg.LenOfSnake: 7.17, Max.LenOfSnake:  14.00 Time: 00:34:29 \n",
      "Ep.:    950, Loss: 13.944, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  14.00 Time: 00:34:51 \n",
      "Ep.:    960, Loss: 14.474, Avg.Score: 65.00, Avg.LenOfSnake: 8.17, Max.LenOfSnake:  15.00 Time: 00:35:16 \n",
      "Ep.:    970, Loss: 14.706, Avg.Score: 60.00, Avg.LenOfSnake: 8.00, Max.LenOfSnake:  12.00 Time: 00:35:39 \n",
      "Ep.:    980, Loss: 15.305, Avg.Score: 45.00, Avg.LenOfSnake: 7.50, Max.LenOfSnake:  15.00 Time: 00:36:01 \n",
      "Ep.:    990, Loss: 15.609, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  17.00 Time: 00:36:22 \n",
      "Ep.:   1000, Loss: 16.967, Avg.Score: 40.00, Avg.LenOfSnake: 7.33, Max.LenOfSnake:  14.00 Time: 00:36:43 \n",
      "Ep.:   1010, Loss: 15.649, Avg.Score: 53.00, Avg.LenOfSnake: 7.77, Max.LenOfSnake:  16.00 Time: 00:37:05 \n",
      "Ep.:   1020, Loss: 15.089, Avg.Score: 48.00, Avg.LenOfSnake: 7.60, Max.LenOfSnake:  12.00 Time: 00:37:29 \n",
      "Ep.:   1030, Loss: 14.976, Avg.Score: 73.00, Avg.LenOfSnake: 8.43, Max.LenOfSnake:  15.00 Time: 00:37:53 \n",
      "Ep.:   1040, Loss: 13.960, Avg.Score: 60.00, Avg.LenOfSnake: 8.00, Max.LenOfSnake:  18.00 Time: 00:38:16 \n",
      "Ep.:   1050, Loss: 16.732, Avg.Score: 54.00, Avg.LenOfSnake: 7.80, Max.LenOfSnake:  22.00 Time: 00:38:38 \n",
      "Ep.:   1060, Loss: 17.886, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  16.00 Time: 00:39:00 \n",
      "Ep.:   1070, Loss: 16.872, Avg.Score: 72.00, Avg.LenOfSnake: 8.40, Max.LenOfSnake:  16.00 Time: 00:39:26 \n",
      "Ep.:   1080, Loss: 16.054, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  16.00 Time: 00:39:54 \n",
      "Ep.:   1090, Loss: 17.211, Avg.Score: 64.00, Avg.LenOfSnake: 8.13, Max.LenOfSnake:  14.00 Time: 00:40:19 \n",
      "Ep.:   1100, Loss: 17.308, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  17.00 Time: 00:40:47 \n",
      "Ep.:   1110, Loss: 16.570, Avg.Score: 56.00, Avg.LenOfSnake: 7.87, Max.LenOfSnake:  11.00 Time: 00:41:16 \n",
      "Ep.:   1120, Loss: 13.010, Avg.Score: 80.00, Avg.LenOfSnake: 8.67, Max.LenOfSnake:  17.00 Time: 00:41:44 \n",
      "Ep.:   1130, Loss: 15.425, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  15.00 Time: 00:42:07 \n",
      "Ep.:   1140, Loss: 15.577, Avg.Score: 84.00, Avg.LenOfSnake: 8.80, Max.LenOfSnake:  17.00 Time: 00:42:31 \n",
      "Ep.:   1150, Loss: 15.247, Avg.Score: 71.00, Avg.LenOfSnake: 8.37, Max.LenOfSnake:  13.00 Time: 00:42:53 \n",
      "Ep.:   1160, Loss: 13.421, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  16.00 Time: 00:43:17 \n",
      "Ep.:   1170, Loss: 15.625, Avg.Score: 50.00, Avg.LenOfSnake: 7.67, Max.LenOfSnake:  16.00 Time: 00:43:39 \n",
      "Ep.:   1180, Loss: 15.534, Avg.Score: 77.00, Avg.LenOfSnake: 8.57, Max.LenOfSnake:  15.00 Time: 00:44:01 \n",
      "Ep.:   1190, Loss: 14.950, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  17.00 Time: 00:44:25 \n",
      "Ep.:   1200, Loss: 14.540, Avg.Score: 67.00, Avg.LenOfSnake: 8.23, Max.LenOfSnake:  17.00 Time: 00:44:49 \n",
      "Ep.:   1210, Loss: 15.141, Avg.Score: 78.00, Avg.LenOfSnake: 8.60, Max.LenOfSnake:  16.00 Time: 00:45:13 \n",
      "Ep.:   1220, Loss: 16.932, Avg.Score: 66.00, Avg.LenOfSnake: 8.20, Max.LenOfSnake:  16.00 Time: 00:45:37 \n",
      "Ep.:   1230, Loss: 15.446, Avg.Score: 89.00, Avg.LenOfSnake: 8.97, Max.LenOfSnake:  23.00 Time: 00:46:01 \n",
      "Ep.:   1240, Loss: 13.930, Avg.Score: 59.00, Avg.LenOfSnake: 7.97, Max.LenOfSnake:  18.00 Time: 00:46:25 \n",
      "Ep.:   1250, Loss: 15.122, Avg.Score: 61.00, Avg.LenOfSnake: 8.03, Max.LenOfSnake:  18.00 Time: 00:46:50 \n",
      "Ep.:   1260, Loss: 14.437, Avg.Score: 87.00, Avg.LenOfSnake: 8.90, Max.LenOfSnake:  19.00 Time: 00:47:14 \n",
      "Ep.:   1270, Loss: 15.828, Avg.Score: 122.00, Avg.LenOfSnake: 10.07, Max.LenOfSnake:  19.00 Time: 00:47:37 \n",
      "Ep.:   1280, Loss: 12.169, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  19.00 Time: 00:48:01 \n",
      "Ep.:   1290, Loss: 16.927, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  17.00 Time: 00:48:26 \n",
      "Ep.:   1300, Loss: 15.487, Avg.Score: 61.00, Avg.LenOfSnake: 8.03, Max.LenOfSnake:  14.00 Time: 00:48:50 \n",
      "Ep.:   1310, Loss: 12.583, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  17.00 Time: 00:49:15 \n",
      "Ep.:   1320, Loss: 13.142, Avg.Score: 75.00, Avg.LenOfSnake: 8.50, Max.LenOfSnake:  23.00 Time: 00:49:40 \n",
      "Ep.:   1330, Loss: 15.114, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  19.00 Time: 00:50:04 \n",
      "Ep.:   1340, Loss: 16.068, Avg.Score: 67.00, Avg.LenOfSnake: 8.23, Max.LenOfSnake:  15.00 Time: 00:50:28 \n",
      "Ep.:   1350, Loss: 12.385, Avg.Score: 63.00, Avg.LenOfSnake: 8.10, Max.LenOfSnake:  12.00 Time: 00:50:51 \n",
      "Ep.:   1360, Loss: 12.711, Avg.Score: 82.00, Avg.LenOfSnake: 8.73, Max.LenOfSnake:  14.00 Time: 00:51:15 \n",
      "Ep.:   1370, Loss: 14.857, Avg.Score: 116.00, Avg.LenOfSnake: 9.87, Max.LenOfSnake:  16.00 Time: 00:51:40 \n",
      "Ep.:   1380, Loss: 12.535, Avg.Score: 79.00, Avg.LenOfSnake: 8.63, Max.LenOfSnake:  24.00 Time: 00:52:05 \n",
      "Ep.:   1390, Loss: 12.232, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  19.00 Time: 00:52:30 \n",
      "Ep.:   1400, Loss: 13.882, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  17.00 Time: 00:52:55 \n",
      "Ep.:   1410, Loss: 13.544, Avg.Score: 123.00, Avg.LenOfSnake: 10.10, Max.LenOfSnake:  19.00 Time: 00:53:20 \n",
      "Ep.:   1420, Loss: 13.337, Avg.Score: 93.00, Avg.LenOfSnake: 9.10, Max.LenOfSnake:  14.00 Time: 00:53:46 \n",
      "Ep.:   1430, Loss: 13.633, Avg.Score: 114.00, Avg.LenOfSnake: 9.80, Max.LenOfSnake:  20.00 Time: 00:54:12 \n",
      "Ep.:   1440, Loss: 13.473, Avg.Score: 131.00, Avg.LenOfSnake: 10.37, Max.LenOfSnake:  20.00 Time: 00:54:38 \n",
      "Ep.:   1450, Loss: 14.409, Avg.Score: 83.00, Avg.LenOfSnake: 8.77, Max.LenOfSnake:  19.00 Time: 00:55:05 \n",
      "Ep.:   1460, Loss: 13.159, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  24.00 Time: 00:55:30 \n",
      "Ep.:   1470, Loss: 12.910, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  23.00 Time: 00:55:57 \n",
      "Ep.:   1480, Loss: 15.003, Avg.Score: 62.00, Avg.LenOfSnake: 8.07, Max.LenOfSnake:  16.00 Time: 00:56:22 \n",
      "Ep.:   1490, Loss: 13.646, Avg.Score: 103.00, Avg.LenOfSnake: 9.43, Max.LenOfSnake:  20.00 Time: 00:56:48 \n",
      "Ep.:   1500, Loss: 14.262, Avg.Score: 92.00, Avg.LenOfSnake: 9.07, Max.LenOfSnake:  18.00 Time: 00:57:14 \n",
      "Ep.:   1510, Loss: 14.593, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  20.00 Time: 00:57:42 \n",
      "Ep.:   1520, Loss: 14.946, Avg.Score: 113.00, Avg.LenOfSnake: 9.77, Max.LenOfSnake:  17.00 Time: 00:58:09 \n",
      "Ep.:   1530, Loss: 12.715, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  21.00 Time: 00:58:37 \n",
      "Ep.:   1540, Loss: 14.595, Avg.Score: 138.00, Avg.LenOfSnake: 10.60, Max.LenOfSnake:  21.00 Time: 00:59:05 \n",
      "Ep.:   1550, Loss: 15.224, Avg.Score: 118.00, Avg.LenOfSnake: 9.93, Max.LenOfSnake:  16.00 Time: 00:59:31 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   1560, Loss: 12.332, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  19.00 Time: 00:59:58 \n",
      "Ep.:   1570, Loss: 11.576, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  22.00 Time: 01:00:26 \n",
      "Ep.:   1580, Loss: 14.535, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  18.00 Time: 01:00:53 \n",
      "Ep.:   1590, Loss: 14.901, Avg.Score: 109.00, Avg.LenOfSnake: 9.63, Max.LenOfSnake:  19.00 Time: 01:01:20 \n",
      "Ep.:   1600, Loss: 13.543, Avg.Score: 106.00, Avg.LenOfSnake: 9.53, Max.LenOfSnake:  22.00 Time: 01:01:46 \n",
      "Ep.:   1610, Loss: 12.156, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  18.00 Time: 01:02:14 \n",
      "Ep.:   1620, Loss: 15.063, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 01:02:41 \n",
      "Ep.:   1630, Loss: 13.607, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  20.00 Time: 01:03:09 \n",
      "Ep.:   1640, Loss: 12.614, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  17.00 Time: 01:03:39 \n",
      "Ep.:   1650, Loss: 12.532, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 01:04:15 \n",
      "Ep.:   1660, Loss: 14.887, Avg.Score: 133.00, Avg.LenOfSnake: 10.43, Max.LenOfSnake:  21.00 Time: 01:04:50 \n",
      "Ep.:   1670, Loss: 13.653, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  20.00 Time: 01:05:19 \n",
      "Ep.:   1680, Loss: 13.751, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  18.00 Time: 01:05:46 \n",
      "Ep.:   1690, Loss: 14.424, Avg.Score: 91.00, Avg.LenOfSnake: 9.03, Max.LenOfSnake:  15.00 Time: 01:06:15 \n",
      "Ep.:   1700, Loss: 11.766, Avg.Score: 127.00, Avg.LenOfSnake: 10.23, Max.LenOfSnake:  20.00 Time: 01:06:44 \n",
      "Ep.:   1710, Loss: 15.323, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  23.00 Time: 01:07:13 \n",
      "Ep.:   1720, Loss: 13.168, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  21.00 Time: 01:07:42 \n",
      "Ep.:   1730, Loss: 12.101, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 01:08:10 \n",
      "Ep.:   1740, Loss: 11.689, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  30.00 Time: 01:08:39 \n",
      "Ep.:   1750, Loss: 12.642, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  19.00 Time: 01:09:07 \n",
      "Ep.:   1760, Loss: 12.562, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  30.00 Time: 01:09:36 \n",
      "Ep.:   1770, Loss: 12.187, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  17.00 Time: 01:10:07 \n",
      "Ep.:   1780, Loss: 14.337, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  21.00 Time: 01:10:39 \n",
      "Ep.:   1790, Loss: 11.110, Avg.Score: 135.00, Avg.LenOfSnake: 10.50, Max.LenOfSnake:  20.00 Time: 01:11:09 \n",
      "Ep.:   1800, Loss: 13.050, Avg.Score: 136.00, Avg.LenOfSnake: 10.53, Max.LenOfSnake:  17.00 Time: 01:11:39 \n",
      "Ep.:   1810, Loss: 14.113, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  21.00 Time: 01:12:09 \n",
      "Ep.:   1820, Loss: 13.074, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  17.00 Time: 01:12:39 \n",
      "Ep.:   1830, Loss: 14.536, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  19.00 Time: 01:13:08 \n",
      "Ep.:   1840, Loss: 12.039, Avg.Score: 117.00, Avg.LenOfSnake: 9.90, Max.LenOfSnake:  20.00 Time: 01:13:40 \n",
      "Ep.:   1850, Loss: 12.174, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  26.00 Time: 01:14:11 \n",
      "Ep.:   1860, Loss: 12.114, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  21.00 Time: 01:14:43 \n",
      "Ep.:   1870, Loss: 13.711, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  20.00 Time: 01:15:15 \n",
      "Ep.:   1880, Loss: 11.590, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  23.00 Time: 01:15:48 \n",
      "Ep.:   1890, Loss: 13.248, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  24.00 Time: 01:16:20 \n",
      "Ep.:   1900, Loss: 12.712, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  21.00 Time: 01:16:50 \n",
      "Ep.:   1910, Loss: 11.387, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  21.00 Time: 01:17:23 \n",
      "Ep.:   1920, Loss: 10.687, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 01:17:57 \n",
      "Ep.:   1930, Loss: 12.466, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  20.00 Time: 01:18:29 \n",
      "Ep.:   1940, Loss: 14.444, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  22.00 Time: 01:19:00 \n",
      "Ep.:   1950, Loss: 12.198, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  24.00 Time: 01:19:32 \n",
      "Ep.:   1960, Loss: 13.009, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 01:20:05 \n",
      "Ep.:   1970, Loss: 13.591, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  22.00 Time: 01:20:38 \n",
      "Ep.:   1980, Loss: 12.310, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  21.00 Time: 01:21:11 \n",
      "Ep.:   1990, Loss: 12.459, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 01:21:45 \n",
      "Ep.:   2000, Loss: 13.889, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  19.00 Time: 01:22:18 \n",
      "Ep.:   2010, Loss: 13.670, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  27.00 Time: 01:22:51 \n",
      "Ep.:   2020, Loss: 12.088, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 01:23:23 \n",
      "Ep.:   2030, Loss: 11.223, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 01:23:58 \n",
      "Ep.:   2040, Loss: 12.580, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  19.00 Time: 01:24:32 \n",
      "Ep.:   2050, Loss: 11.985, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  23.00 Time: 01:25:04 \n",
      "Ep.:   2060, Loss: 12.999, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  22.00 Time: 01:25:37 \n",
      "Ep.:   2070, Loss: 12.375, Avg.Score: 128.00, Avg.LenOfSnake: 10.27, Max.LenOfSnake:  18.00 Time: 01:26:10 \n",
      "Ep.:   2080, Loss: 11.501, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  20.00 Time: 01:26:44 \n",
      "Ep.:   2090, Loss: 11.582, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  21.00 Time: 01:27:18 \n",
      "Ep.:   2100, Loss: 13.203, Avg.Score: 144.00, Avg.LenOfSnake: 10.80, Max.LenOfSnake:  18.00 Time: 01:27:50 \n",
      "Ep.:   2110, Loss: 12.205, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  21.00 Time: 01:28:21 \n",
      "Ep.:   2120, Loss: 11.539, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  24.00 Time: 01:28:55 \n",
      "Ep.:   2130, Loss: 12.041, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  28.00 Time: 01:29:28 \n",
      "Ep.:   2140, Loss: 12.914, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 01:30:01 \n",
      "Ep.:   2150, Loss: 12.006, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  29.00 Time: 01:30:35 \n",
      "Ep.:   2160, Loss: 11.440, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 01:31:08 \n",
      "Ep.:   2170, Loss: 12.110, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 01:31:41 \n",
      "Ep.:   2180, Loss: 14.797, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 01:32:14 \n",
      "Ep.:   2190, Loss: 11.673, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  22.00 Time: 01:32:48 \n",
      "Ep.:   2200, Loss: 11.477, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  21.00 Time: 01:33:23 \n",
      "Ep.:   2210, Loss: 10.164, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 01:33:57 \n",
      "Ep.:   2220, Loss: 13.222, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  21.00 Time: 01:34:30 \n",
      "Ep.:   2230, Loss: 11.361, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 01:35:05 \n",
      "Ep.:   2240, Loss: 13.184, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  27.00 Time: 01:35:37 \n",
      "Ep.:   2250, Loss: 11.471, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  21.00 Time: 01:36:11 \n",
      "Ep.:   2260, Loss: 11.156, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  22.00 Time: 01:36:47 \n",
      "Ep.:   2270, Loss: 10.209, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 01:37:21 \n",
      "Ep.:   2280, Loss: 12.903, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  20.00 Time: 01:37:56 \n",
      "Ep.:   2290, Loss: 12.247, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 01:38:32 \n",
      "Ep.:   2300, Loss: 10.271, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  30.00 Time: 01:39:06 \n",
      "Ep.:   2310, Loss: 11.697, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  21.00 Time: 01:39:41 \n",
      "Ep.:   2320, Loss: 10.317, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  21.00 Time: 01:40:14 \n",
      "Ep.:   2330, Loss: 10.376, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 01:40:48 \n",
      "Ep.:   2340, Loss: 11.461, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  31.00 Time: 01:41:24 \n",
      "Ep.:   2350, Loss: 10.638, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 01:41:58 \n",
      "Ep.:   2360, Loss: 10.280, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 01:42:33 \n",
      "Ep.:   2370, Loss: 12.975, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 01:43:08 \n",
      "Ep.:   2380, Loss: 9.608, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  22.00 Time: 01:43:44 \n",
      "Ep.:   2390, Loss: 11.709, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  23.00 Time: 01:44:18 \n",
      "Ep.:   2400, Loss: 11.396, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  19.00 Time: 01:44:52 \n",
      "Ep.:   2410, Loss: 11.502, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  21.00 Time: 01:45:28 \n",
      "Ep.:   2420, Loss: 11.486, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  19.00 Time: 01:46:02 \n",
      "Ep.:   2430, Loss: 11.524, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  20.00 Time: 01:46:38 \n",
      "Ep.:   2440, Loss: 11.362, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 01:47:43 \n",
      "Ep.:   2450, Loss: 11.359, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  19.00 Time: 01:48:17 \n",
      "Ep.:   2460, Loss: 10.056, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 01:48:54 \n",
      "Ep.:   2470, Loss: 12.537, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 01:49:30 \n",
      "Ep.:   2480, Loss: 11.977, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 01:50:06 \n",
      "Ep.:   2490, Loss: 11.348, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 01:50:41 \n",
      "Ep.:   2500, Loss: 10.858, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  24.00 Time: 01:51:18 \n",
      "Ep.:   2510, Loss: 11.121, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  20.00 Time: 01:51:52 \n",
      "Ep.:   2520, Loss: 10.613, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 01:52:27 \n",
      "Ep.:   2530, Loss: 11.315, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  21.00 Time: 01:53:01 \n",
      "Ep.:   2540, Loss: 11.734, Avg.Score: 139.00, Avg.LenOfSnake: 10.63, Max.LenOfSnake:  23.00 Time: 01:53:37 \n",
      "Ep.:   2550, Loss: 12.825, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  25.00 Time: 01:54:11 \n",
      "Ep.:   2560, Loss: 11.224, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 01:54:45 \n",
      "Ep.:   2570, Loss: 12.301, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  20.00 Time: 01:55:19 \n",
      "Ep.:   2580, Loss: 9.759, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 01:55:56 \n",
      "Ep.:   2590, Loss: 12.674, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  25.00 Time: 01:56:31 \n",
      "Ep.:   2600, Loss: 12.482, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 01:57:05 \n",
      "Ep.:   2610, Loss: 11.444, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  23.00 Time: 01:57:42 \n",
      "Ep.:   2620, Loss: 10.057, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  22.00 Time: 01:58:17 \n",
      "Ep.:   2630, Loss: 10.662, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 01:58:53 \n",
      "Ep.:   2640, Loss: 11.921, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  30.00 Time: 01:59:28 \n",
      "Ep.:   2650, Loss: 10.074, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 02:00:04 \n",
      "Ep.:   2660, Loss: 12.116, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 02:00:40 \n",
      "Ep.:   2670, Loss: 10.973, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  21.00 Time: 02:01:16 \n",
      "Ep.:   2680, Loss: 12.114, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  27.00 Time: 02:01:54 \n",
      "Ep.:   2690, Loss: 9.784, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  21.00 Time: 02:02:31 \n",
      "Ep.:   2700, Loss: 10.993, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 02:03:08 \n",
      "Ep.:   2710, Loss: 11.124, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 02:03:45 \n",
      "Ep.:   2720, Loss: 9.635, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 02:04:21 \n",
      "Ep.:   2730, Loss: 11.864, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 02:04:56 \n",
      "Ep.:   2740, Loss: 10.408, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 02:05:32 \n",
      "Ep.:   2750, Loss: 12.320, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  22.00 Time: 02:06:08 \n",
      "Ep.:   2760, Loss: 10.596, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  26.00 Time: 02:06:45 \n",
      "Ep.:   2770, Loss: 9.823, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  26.00 Time: 02:07:21 \n",
      "Ep.:   2780, Loss: 9.740, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 02:07:58 \n",
      "Ep.:   2790, Loss: 9.812, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  22.00 Time: 02:08:35 \n",
      "Ep.:   2800, Loss: 10.371, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  21.00 Time: 02:09:11 \n",
      "Ep.:   2810, Loss: 10.224, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 02:09:48 \n",
      "Ep.:   2820, Loss: 10.891, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 02:10:24 \n",
      "Ep.:   2830, Loss: 10.756, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  20.00 Time: 02:11:00 \n",
      "Ep.:   2840, Loss: 12.116, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  21.00 Time: 02:11:37 \n",
      "Ep.:   2850, Loss: 10.255, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 02:12:14 \n",
      "Ep.:   2860, Loss: 10.528, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 02:12:52 \n",
      "Ep.:   2870, Loss: 9.310, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 02:13:29 \n",
      "Ep.:   2880, Loss: 10.861, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  29.00 Time: 02:14:05 \n",
      "Ep.:   2890, Loss: 10.527, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 02:14:42 \n",
      "Ep.:   2900, Loss: 11.763, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 02:15:17 \n",
      "Ep.:   2910, Loss: 10.905, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  20.00 Time: 02:15:54 \n",
      "Ep.:   2920, Loss: 10.310, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  21.00 Time: 02:16:30 \n",
      "Ep.:   2930, Loss: 11.063, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 02:17:07 \n",
      "Ep.:   2940, Loss: 10.826, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  22.00 Time: 02:17:45 \n",
      "Ep.:   2950, Loss: 11.698, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 02:18:23 \n",
      "Ep.:   2960, Loss: 9.915, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  23.00 Time: 02:19:01 \n",
      "Ep.:   2970, Loss: 10.002, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 02:19:38 \n",
      "Ep.:   2980, Loss: 11.496, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 02:20:16 \n",
      "Ep.:   2990, Loss: 9.482, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 02:20:53 \n",
      "Ep.:   3000, Loss: 11.041, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  29.00 Time: 02:21:32 \n",
      "Ep.:   3010, Loss: 11.661, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 02:22:09 \n",
      "Ep.:   3020, Loss: 10.233, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  21.00 Time: 02:22:45 \n",
      "Ep.:   3030, Loss: 11.368, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  21.00 Time: 02:23:23 \n",
      "Ep.:   3040, Loss: 9.373, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 02:24:00 \n",
      "Ep.:   3050, Loss: 10.169, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 02:24:37 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   3060, Loss: 9.330, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 02:25:15 \n",
      "Ep.:   3070, Loss: 10.427, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  37.00 Time: 02:25:52 \n",
      "Ep.:   3080, Loss: 9.859, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 02:26:30 \n",
      "Ep.:   3090, Loss: 9.202, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 02:27:08 \n",
      "Ep.:   3100, Loss: 10.138, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 02:27:47 \n",
      "Ep.:   3110, Loss: 11.003, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 02:28:25 \n",
      "Ep.:   3120, Loss: 10.029, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 02:29:04 \n",
      "Ep.:   3130, Loss: 10.533, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 02:29:44 \n",
      "Ep.:   3140, Loss: 11.135, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 02:30:23 \n",
      "Ep.:   3150, Loss: 10.437, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 02:31:00 \n",
      "Ep.:   3160, Loss: 10.347, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 02:31:41 \n",
      "Ep.:   3170, Loss: 9.576, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  24.00 Time: 02:32:20 \n",
      "Ep.:   3180, Loss: 11.536, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  22.00 Time: 02:32:56 \n",
      "Ep.:   3190, Loss: 10.590, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 02:33:34 \n",
      "Ep.:   3200, Loss: 9.795, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 02:34:13 \n",
      "Ep.:   3210, Loss: 9.048, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 02:34:53 \n",
      "Ep.:   3220, Loss: 10.496, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 02:35:32 \n",
      "Ep.:   3230, Loss: 10.680, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  26.00 Time: 02:36:10 \n",
      "Ep.:   3240, Loss: 9.020, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 02:36:48 \n",
      "Ep.:   3250, Loss: 10.374, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  36.00 Time: 02:37:25 \n",
      "Ep.:   3260, Loss: 9.011, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  23.00 Time: 02:38:03 \n",
      "Ep.:   3270, Loss: 10.888, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 02:38:41 \n",
      "Ep.:   3280, Loss: 10.944, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  23.00 Time: 02:39:18 \n",
      "Ep.:   3290, Loss: 9.559, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 02:39:55 \n",
      "Ep.:   3300, Loss: 9.964, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 02:40:34 \n",
      "Ep.:   3310, Loss: 9.171, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 02:41:13 \n",
      "Ep.:   3320, Loss: 9.793, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  28.00 Time: 02:41:52 \n",
      "Ep.:   3330, Loss: 10.224, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 02:42:30 \n",
      "Ep.:   3340, Loss: 9.048, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 02:43:09 \n",
      "Ep.:   3350, Loss: 11.150, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  27.00 Time: 02:43:48 \n",
      "Ep.:   3360, Loss: 10.724, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 02:44:27 \n",
      "Ep.:   3370, Loss: 9.000, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  32.00 Time: 02:45:05 \n",
      "Ep.:   3380, Loss: 10.782, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 02:45:44 \n",
      "Ep.:   3390, Loss: 11.129, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 02:46:24 \n",
      "Ep.:   3400, Loss: 9.436, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 02:47:02 \n",
      "Ep.:   3410, Loss: 10.451, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 02:47:41 \n",
      "Ep.:   3420, Loss: 8.734, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 02:48:20 \n",
      "Ep.:   3430, Loss: 9.795, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  34.00 Time: 02:49:00 \n",
      "Ep.:   3440, Loss: 9.008, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 02:49:38 \n",
      "Ep.:   3450, Loss: 9.735, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 02:50:17 \n",
      "Ep.:   3460, Loss: 9.639, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  32.00 Time: 02:50:54 \n",
      "Ep.:   3470, Loss: 9.452, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  26.00 Time: 02:51:32 \n",
      "Ep.:   3480, Loss: 9.300, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 02:52:13 \n",
      "Ep.:   3490, Loss: 9.017, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 02:52:54 \n",
      "Ep.:   3500, Loss: 9.068, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  25.00 Time: 02:53:33 \n",
      "Ep.:   3510, Loss: 9.083, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 02:54:12 \n",
      "Ep.:   3520, Loss: 10.998, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  24.00 Time: 02:54:52 \n",
      "Ep.:   3530, Loss: 8.739, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  27.00 Time: 02:55:33 \n",
      "Ep.:   3540, Loss: 10.319, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 02:56:11 \n",
      "Ep.:   3550, Loss: 9.627, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 02:56:51 \n",
      "Ep.:   3560, Loss: 9.747, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  22.00 Time: 02:57:29 \n",
      "Ep.:   3570, Loss: 10.407, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  29.00 Time: 02:58:08 \n",
      "Ep.:   3580, Loss: 9.137, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 02:58:47 \n",
      "Ep.:   3590, Loss: 9.175, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  25.00 Time: 02:59:27 \n",
      "Ep.:   3600, Loss: 9.708, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  22.00 Time: 03:00:06 \n",
      "Ep.:   3610, Loss: 9.327, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  26.00 Time: 03:00:46 \n",
      "Ep.:   3620, Loss: 10.017, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 03:01:25 \n",
      "Ep.:   3630, Loss: 8.081, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 03:02:04 \n",
      "Ep.:   3640, Loss: 9.210, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  32.00 Time: 03:02:43 \n",
      "Ep.:   3650, Loss: 8.609, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  29.00 Time: 03:03:21 \n",
      "Ep.:   3660, Loss: 10.365, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 03:04:00 \n",
      "Ep.:   3670, Loss: 9.112, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 03:04:40 \n",
      "Ep.:   3680, Loss: 8.884, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 03:05:20 \n",
      "Ep.:   3690, Loss: 9.321, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 03:06:01 \n",
      "Ep.:   3700, Loss: 11.065, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  25.00 Time: 03:06:42 \n",
      "Ep.:   3710, Loss: 9.446, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 03:07:22 \n",
      "Ep.:   3720, Loss: 8.938, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 03:08:01 \n",
      "Ep.:   3730, Loss: 9.768, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 03:08:40 \n",
      "Ep.:   3740, Loss: 8.690, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  26.00 Time: 03:09:19 \n",
      "Ep.:   3750, Loss: 9.894, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 03:09:57 \n",
      "Ep.:   3760, Loss: 8.812, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 03:10:39 \n",
      "Ep.:   3770, Loss: 9.285, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  23.00 Time: 03:11:19 \n",
      "Ep.:   3780, Loss: 9.800, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  34.00 Time: 03:11:58 \n",
      "Ep.:   3790, Loss: 8.698, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 03:12:37 \n",
      "Ep.:   3800, Loss: 10.785, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 03:13:17 \n",
      "Ep.:   3810, Loss: 8.539, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  20.00 Time: 03:13:57 \n",
      "Ep.:   3820, Loss: 8.901, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  27.00 Time: 03:14:35 \n",
      "Ep.:   3830, Loss: 9.477, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 03:15:15 \n",
      "Ep.:   3840, Loss: 7.915, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 03:15:54 \n",
      "Ep.:   3850, Loss: 9.150, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  23.00 Time: 03:16:32 \n",
      "Ep.:   3860, Loss: 8.538, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 03:17:11 \n",
      "Ep.:   3870, Loss: 8.564, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 03:17:50 \n",
      "Ep.:   3880, Loss: 8.866, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  29.00 Time: 03:18:29 \n",
      "Ep.:   3890, Loss: 9.308, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 03:19:08 \n",
      "Ep.:   3900, Loss: 8.513, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 03:19:49 \n",
      "Ep.:   3910, Loss: 9.510, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 03:20:29 \n",
      "Ep.:   3920, Loss: 8.746, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 03:21:10 \n",
      "Ep.:   3930, Loss: 8.871, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  21.00 Time: 03:21:49 \n",
      "Ep.:   3940, Loss: 8.326, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  20.00 Time: 03:22:28 \n",
      "Ep.:   3950, Loss: 7.372, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 03:23:10 \n",
      "Ep.:   3960, Loss: 9.603, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  21.00 Time: 03:23:49 \n",
      "Ep.:   3970, Loss: 9.631, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 03:24:31 \n",
      "Ep.:   3980, Loss: 11.069, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 03:25:11 \n",
      "Ep.:   3990, Loss: 8.241, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  33.00 Time: 03:25:53 \n",
      "Ep.:   4000, Loss: 8.383, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 03:26:30 \n",
      "Ep.:   4010, Loss: 8.623, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  22.00 Time: 03:27:12 \n",
      "Ep.:   4020, Loss: 9.760, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  29.00 Time: 03:27:53 \n",
      "Ep.:   4030, Loss: 10.105, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 03:28:34 \n",
      "Ep.:   4040, Loss: 8.117, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  31.00 Time: 03:29:14 \n",
      "Ep.:   4050, Loss: 9.931, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  34.00 Time: 03:29:54 \n",
      "Ep.:   4060, Loss: 9.694, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  23.00 Time: 03:30:32 \n",
      "Ep.:   4070, Loss: 9.261, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 03:31:13 \n",
      "Ep.:   4080, Loss: 7.450, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  24.00 Time: 03:31:53 \n",
      "Ep.:   4090, Loss: 8.683, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  24.00 Time: 03:32:33 \n",
      "Ep.:   4100, Loss: 8.615, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 03:33:15 \n",
      "Ep.:   4110, Loss: 7.914, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 03:33:56 \n",
      "Ep.:   4120, Loss: 10.081, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  32.00 Time: 03:34:35 \n",
      "Ep.:   4130, Loss: 9.059, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  24.00 Time: 03:35:15 \n",
      "Ep.:   4140, Loss: 9.332, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 03:35:56 \n",
      "Ep.:   4150, Loss: 8.568, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 03:36:35 \n",
      "Ep.:   4160, Loss: 9.340, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  20.00 Time: 03:37:16 \n",
      "Ep.:   4170, Loss: 8.705, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 03:37:56 \n",
      "Ep.:   4180, Loss: 8.680, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 03:38:37 \n",
      "Ep.:   4190, Loss: 8.797, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  21.00 Time: 03:39:17 \n",
      "Ep.:   4200, Loss: 7.431, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  33.00 Time: 03:39:58 \n",
      "Ep.:   4210, Loss: 8.371, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  27.00 Time: 03:40:38 \n",
      "Ep.:   4220, Loss: 9.096, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  33.00 Time: 03:41:20 \n",
      "Ep.:   4230, Loss: 9.139, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 03:42:00 \n",
      "Ep.:   4240, Loss: 9.402, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 03:42:39 \n",
      "Ep.:   4250, Loss: 8.667, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 03:43:21 \n",
      "Ep.:   4260, Loss: 7.829, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  22.00 Time: 03:44:02 \n",
      "Ep.:   4270, Loss: 9.634, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  28.00 Time: 03:44:42 \n",
      "Ep.:   4280, Loss: 9.525, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  30.00 Time: 03:45:24 \n",
      "Ep.:   4290, Loss: 7.937, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 03:46:05 \n",
      "Ep.:   4300, Loss: 9.183, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  30.00 Time: 03:46:46 \n",
      "Ep.:   4310, Loss: 8.755, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 03:47:28 \n",
      "Ep.:   4320, Loss: 9.492, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 03:48:07 \n",
      "Ep.:   4330, Loss: 9.795, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 03:48:47 \n",
      "Ep.:   4340, Loss: 8.942, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  27.00 Time: 03:49:27 \n",
      "Ep.:   4350, Loss: 8.129, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  32.00 Time: 03:50:08 \n",
      "Ep.:   4360, Loss: 7.746, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 03:50:47 \n",
      "Ep.:   4370, Loss: 8.318, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 03:51:28 \n",
      "Ep.:   4380, Loss: 8.838, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  29.00 Time: 03:52:08 \n",
      "Ep.:   4390, Loss: 9.398, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  26.00 Time: 03:52:49 \n",
      "Ep.:   4400, Loss: 9.903, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 03:53:29 \n",
      "Ep.:   4410, Loss: 8.563, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 03:54:09 \n",
      "Ep.:   4420, Loss: 8.362, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 03:54:50 \n",
      "Ep.:   4430, Loss: 8.843, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 03:55:31 \n",
      "Ep.:   4440, Loss: 8.650, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 03:56:10 \n",
      "Ep.:   4450, Loss: 8.310, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  39.00 Time: 03:56:50 \n",
      "Ep.:   4460, Loss: 10.079, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  30.00 Time: 03:57:28 \n",
      "Ep.:   4470, Loss: 8.952, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 03:58:13 \n",
      "Ep.:   4480, Loss: 7.859, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 03:58:56 \n",
      "Ep.:   4490, Loss: 9.050, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  30.00 Time: 03:59:45 \n",
      "Ep.:   4500, Loss: 8.584, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  22.00 Time: 04:00:32 \n",
      "Ep.:   4510, Loss: 8.913, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 04:01:19 \n",
      "Ep.:   4520, Loss: 8.650, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  22.00 Time: 04:02:12 \n",
      "Ep.:   4530, Loss: 8.324, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  24.00 Time: 04:02:53 \n",
      "Ep.:   4540, Loss: 8.382, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 04:03:29 \n",
      "Ep.:   4550, Loss: 9.645, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 04:04:05 \n",
      "Ep.:   4560, Loss: 8.533, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 04:04:44 \n",
      "Ep.:   4570, Loss: 9.363, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 04:05:19 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   4580, Loss: 7.459, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 04:05:57 \n",
      "Ep.:   4590, Loss: 8.220, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 04:06:31 \n",
      "Ep.:   4600, Loss: 9.407, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  23.00 Time: 04:07:06 \n",
      "Ep.:   4610, Loss: 8.894, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 04:07:44 \n",
      "Ep.:   4620, Loss: 7.748, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 04:08:20 \n",
      "Ep.:   4630, Loss: 8.344, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  23.00 Time: 04:08:56 \n",
      "Ep.:   4640, Loss: 7.908, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 04:09:32 \n",
      "Ep.:   4650, Loss: 8.206, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  32.00 Time: 04:10:07 \n",
      "Ep.:   4660, Loss: 9.507, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  35.00 Time: 04:10:45 \n",
      "Ep.:   4670, Loss: 8.398, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 04:11:26 \n",
      "Ep.:   4680, Loss: 8.762, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 04:12:02 \n",
      "Ep.:   4690, Loss: 8.749, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  28.00 Time: 04:12:38 \n",
      "Ep.:   4700, Loss: 7.342, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 04:13:19 \n",
      "Ep.:   4710, Loss: 8.313, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 04:13:55 \n",
      "Ep.:   4720, Loss: 8.741, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  33.00 Time: 04:14:32 \n",
      "Ep.:   4730, Loss: 9.865, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 04:15:09 \n",
      "Ep.:   4740, Loss: 8.949, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  30.00 Time: 04:15:46 \n",
      "Ep.:   4750, Loss: 8.237, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  23.00 Time: 04:16:23 \n",
      "Ep.:   4760, Loss: 8.075, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 04:16:57 \n",
      "Ep.:   4770, Loss: 8.968, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  36.00 Time: 04:17:34 \n",
      "Ep.:   4780, Loss: 8.629, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  35.00 Time: 04:18:10 \n",
      "Ep.:   4790, Loss: 9.882, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 04:18:46 \n",
      "Ep.:   4800, Loss: 8.173, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  27.00 Time: 04:19:24 \n",
      "Ep.:   4810, Loss: 10.933, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 04:20:05 \n",
      "Ep.:   4820, Loss: 9.304, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  21.00 Time: 04:20:44 \n",
      "Ep.:   4830, Loss: 9.438, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 04:21:22 \n",
      "Ep.:   4840, Loss: 8.307, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 04:22:01 \n",
      "Ep.:   4850, Loss: 8.831, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  28.00 Time: 04:22:37 \n",
      "Ep.:   4860, Loss: 7.824, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 04:23:15 \n",
      "Ep.:   4870, Loss: 8.628, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  33.00 Time: 04:23:53 \n",
      "Ep.:   4880, Loss: 10.574, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  29.00 Time: 04:24:30 \n",
      "Ep.:   4890, Loss: 9.072, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 04:25:07 \n",
      "Ep.:   4900, Loss: 7.815, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  28.00 Time: 04:25:43 \n",
      "Ep.:   4910, Loss: 7.864, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  26.00 Time: 04:26:21 \n",
      "Ep.:   4920, Loss: 7.982, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  37.00 Time: 04:26:57 \n",
      "Ep.:   4930, Loss: 8.605, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 04:27:33 \n",
      "Ep.:   4940, Loss: 8.333, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 04:28:09 \n",
      "Ep.:   4950, Loss: 7.499, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 04:28:46 \n",
      "Ep.:   4960, Loss: 8.951, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  29.00 Time: 04:29:29 \n",
      "Ep.:   4970, Loss: 7.981, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 04:30:06 \n",
      "Ep.:   4980, Loss: 8.829, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 04:30:42 \n",
      "Ep.:   4990, Loss: 9.858, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  28.00 Time: 04:31:18 \n",
      "Ep.:   5000, Loss: 9.013, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  38.00 Time: 04:31:57 \n",
      "Ep.:   5010, Loss: 8.772, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 04:32:34 \n",
      "Ep.:   5020, Loss: 9.312, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 04:33:09 \n",
      "Ep.:   5030, Loss: 10.187, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  32.00 Time: 04:33:46 \n",
      "Ep.:   5040, Loss: 8.978, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 04:34:20 \n",
      "Ep.:   5050, Loss: 9.258, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 04:34:58 \n",
      "Ep.:   5060, Loss: 8.465, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  26.00 Time: 04:35:38 \n",
      "Ep.:   5070, Loss: 8.429, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  22.00 Time: 04:36:16 \n",
      "Ep.:   5080, Loss: 10.432, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  35.00 Time: 04:36:51 \n",
      "Ep.:   5090, Loss: 9.233, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  22.00 Time: 04:37:27 \n",
      "Ep.:   5100, Loss: 7.043, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 04:38:04 \n",
      "Ep.:   5110, Loss: 8.551, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  25.00 Time: 04:38:39 \n",
      "Ep.:   5120, Loss: 8.062, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 04:39:14 \n",
      "Ep.:   5130, Loss: 8.003, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  33.00 Time: 04:39:53 \n",
      "Ep.:   5140, Loss: 9.305, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 04:40:31 \n",
      "Ep.:   5150, Loss: 7.780, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  32.00 Time: 04:41:08 \n",
      "Ep.:   5160, Loss: 8.388, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 04:41:43 \n",
      "Ep.:   5170, Loss: 10.225, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  27.00 Time: 04:42:17 \n",
      "Ep.:   5180, Loss: 8.250, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 04:42:53 \n",
      "Ep.:   5190, Loss: 9.286, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 04:43:28 \n",
      "Ep.:   5200, Loss: 8.303, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 04:44:04 \n",
      "Ep.:   5210, Loss: 8.309, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 04:44:37 \n",
      "Ep.:   5220, Loss: 8.373, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  27.00 Time: 04:45:12 \n",
      "Ep.:   5230, Loss: 8.815, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 04:45:48 \n",
      "Ep.:   5240, Loss: 8.050, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  31.00 Time: 04:46:25 \n",
      "Ep.:   5250, Loss: 8.893, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 04:47:13 \n",
      "Ep.:   5260, Loss: 9.244, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  24.00 Time: 04:47:50 \n",
      "Ep.:   5270, Loss: 9.546, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  35.00 Time: 04:48:25 \n",
      "Ep.:   5280, Loss: 8.097, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 04:49:01 \n",
      "Ep.:   5290, Loss: 8.509, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  32.00 Time: 04:49:40 \n",
      "Ep.:   5300, Loss: 8.750, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  23.00 Time: 04:50:19 \n",
      "Ep.:   5310, Loss: 9.785, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 04:51:00 \n",
      "Ep.:   5320, Loss: 8.495, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 04:51:39 \n",
      "Ep.:   5330, Loss: 9.009, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  22.00 Time: 04:52:15 \n",
      "Ep.:   5340, Loss: 9.094, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 04:52:50 \n",
      "Ep.:   5350, Loss: 8.334, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 04:53:37 \n",
      "Ep.:   5360, Loss: 8.103, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 04:54:19 \n",
      "Ep.:   5370, Loss: 9.594, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 04:55:08 \n",
      "Ep.:   5380, Loss: 7.623, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 04:55:51 \n",
      "Ep.:   5390, Loss: 8.384, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  26.00 Time: 04:56:27 \n",
      "Ep.:   5400, Loss: 8.846, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  32.00 Time: 04:57:08 \n",
      "Ep.:   5410, Loss: 8.387, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  26.00 Time: 04:57:45 \n",
      "Ep.:   5420, Loss: 7.664, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  36.00 Time: 04:58:24 \n",
      "Ep.:   5430, Loss: 8.437, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 04:59:05 \n",
      "Ep.:   5440, Loss: 8.388, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  29.00 Time: 04:59:43 \n",
      "Ep.:   5450, Loss: 8.999, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 05:00:20 \n",
      "Ep.:   5460, Loss: 8.151, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  28.00 Time: 05:00:54 \n",
      "Ep.:   5470, Loss: 6.695, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  30.00 Time: 05:01:30 \n",
      "Ep.:   5480, Loss: 8.135, Avg.Score: 107.00, Avg.LenOfSnake: 9.57, Max.LenOfSnake:  20.00 Time: 05:02:06 \n",
      "Ep.:   5490, Loss: 8.332, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 05:02:43 \n",
      "Ep.:   5500, Loss: 10.193, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 05:03:19 \n",
      "Ep.:   5510, Loss: 10.202, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  21.00 Time: 05:03:53 \n",
      "Ep.:   5520, Loss: 7.813, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 05:04:34 \n",
      "Ep.:   5530, Loss: 9.026, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  25.00 Time: 05:05:10 \n",
      "Ep.:   5540, Loss: 8.422, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  30.00 Time: 05:05:49 \n",
      "Ep.:   5550, Loss: 8.820, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 05:06:24 \n",
      "Ep.:   5560, Loss: 8.690, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 05:07:00 \n",
      "Ep.:   5570, Loss: 8.438, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  28.00 Time: 05:07:37 \n",
      "Ep.:   5580, Loss: 8.851, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 05:08:14 \n",
      "Ep.:   5590, Loss: 8.364, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  32.00 Time: 05:08:53 \n",
      "Ep.:   5600, Loss: 8.326, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  24.00 Time: 05:09:30 \n",
      "Ep.:   5610, Loss: 7.860, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  29.00 Time: 05:10:08 \n",
      "Ep.:   5620, Loss: 9.310, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 05:10:45 \n",
      "Ep.:   5630, Loss: 8.026, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  22.00 Time: 05:11:23 \n",
      "Ep.:   5640, Loss: 8.711, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 05:12:01 \n",
      "Ep.:   5650, Loss: 8.672, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  27.00 Time: 05:12:37 \n",
      "Ep.:   5660, Loss: 7.990, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  25.00 Time: 05:13:22 \n",
      "Ep.:   5670, Loss: 8.042, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 05:13:59 \n",
      "Ep.:   5680, Loss: 8.236, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  36.00 Time: 05:14:42 \n",
      "Ep.:   5690, Loss: 8.744, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 05:15:26 \n",
      "Ep.:   5700, Loss: 8.399, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  30.00 Time: 05:16:05 \n",
      "Ep.:   5710, Loss: 9.169, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 05:16:44 \n",
      "Ep.:   5720, Loss: 8.156, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 05:17:22 \n",
      "Ep.:   5730, Loss: 7.827, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 05:18:01 \n",
      "Ep.:   5740, Loss: 8.535, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  33.00 Time: 05:18:37 \n",
      "Ep.:   5750, Loss: 9.578, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  33.00 Time: 05:19:15 \n",
      "Ep.:   5760, Loss: 9.340, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  30.00 Time: 05:19:52 \n",
      "Ep.:   5770, Loss: 8.414, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  36.00 Time: 05:20:28 \n",
      "Ep.:   5780, Loss: 8.012, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 05:21:05 \n",
      "Ep.:   5790, Loss: 7.704, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  29.00 Time: 05:21:43 \n",
      "Ep.:   5800, Loss: 7.917, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 05:22:21 \n",
      "Ep.:   5810, Loss: 7.717, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 05:22:56 \n",
      "Ep.:   5820, Loss: 9.056, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 05:23:33 \n",
      "Ep.:   5830, Loss: 8.849, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  26.00 Time: 05:24:12 \n",
      "Ep.:   5840, Loss: 7.655, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  31.00 Time: 05:24:50 \n",
      "Ep.:   5850, Loss: 9.853, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  36.00 Time: 05:25:32 \n",
      "Ep.:   5860, Loss: 8.091, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  31.00 Time: 05:26:14 \n",
      "Ep.:   5870, Loss: 7.937, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 05:26:58 \n",
      "Ep.:   5880, Loss: 8.242, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  24.00 Time: 05:27:39 \n",
      "Ep.:   5890, Loss: 8.253, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  25.00 Time: 05:28:20 \n",
      "Ep.:   5900, Loss: 8.460, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  29.00 Time: 05:29:47 \n",
      "Ep.:   5910, Loss: 7.999, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 05:30:36 \n",
      "Ep.:   5920, Loss: 8.278, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  24.00 Time: 05:31:16 \n",
      "Ep.:   5930, Loss: 8.069, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  32.00 Time: 05:31:53 \n",
      "Ep.:   5940, Loss: 8.354, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  36.00 Time: 05:32:31 \n",
      "Ep.:   5950, Loss: 9.308, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  24.00 Time: 05:33:07 \n",
      "Ep.:   5960, Loss: 9.098, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 05:33:43 \n",
      "Ep.:   5970, Loss: 8.565, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  34.00 Time: 05:34:17 \n",
      "Ep.:   5980, Loss: 8.744, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 05:34:54 \n",
      "Ep.:   5990, Loss: 8.102, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 05:35:31 \n",
      "Ep.:   6000, Loss: 7.111, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  34.00 Time: 05:36:07 \n",
      "Ep.:   6010, Loss: 8.330, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 05:36:48 \n",
      "Ep.:   6020, Loss: 11.642, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  36.00 Time: 05:37:29 \n",
      "Ep.:   6030, Loss: 9.330, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 05:38:09 \n",
      "Ep.:   6040, Loss: 8.498, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  30.00 Time: 05:38:45 \n",
      "Ep.:   6050, Loss: 8.764, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  29.00 Time: 05:39:21 \n",
      "Ep.:   6060, Loss: 7.972, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 05:40:03 \n",
      "Ep.:   6070, Loss: 8.623, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 05:40:42 \n",
      "Ep.:   6080, Loss: 9.435, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  26.00 Time: 05:41:20 \n",
      "Ep.:   6090, Loss: 8.086, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 05:42:03 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   6100, Loss: 10.143, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 05:42:44 \n",
      "Ep.:   6110, Loss: 9.553, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 05:43:25 \n",
      "Ep.:   6120, Loss: 8.661, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 05:44:05 \n",
      "Ep.:   6130, Loss: 8.288, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 05:44:45 \n",
      "Ep.:   6140, Loss: 8.832, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  27.00 Time: 05:45:22 \n",
      "Ep.:   6150, Loss: 9.115, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 05:46:02 \n",
      "Ep.:   6160, Loss: 9.393, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  29.00 Time: 05:46:45 \n",
      "Ep.:   6170, Loss: 8.991, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  32.00 Time: 05:47:25 \n",
      "Ep.:   6180, Loss: 7.686, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 05:48:08 \n",
      "Ep.:   6190, Loss: 9.382, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 05:48:58 \n",
      "Ep.:   6200, Loss: 7.718, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  26.00 Time: 05:49:55 \n",
      "Ep.:   6210, Loss: 9.703, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 05:50:36 \n",
      "Ep.:   6220, Loss: 7.838, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  34.00 Time: 05:51:25 \n",
      "Ep.:   6230, Loss: 8.981, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 05:52:08 \n",
      "Ep.:   6240, Loss: 8.477, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 05:52:52 \n",
      "Ep.:   6250, Loss: 8.928, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  23.00 Time: 05:53:44 \n",
      "Ep.:   6260, Loss: 8.721, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  31.00 Time: 05:54:28 \n",
      "Ep.:   6270, Loss: 7.043, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  29.00 Time: 05:55:11 \n",
      "Ep.:   6280, Loss: 8.327, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  31.00 Time: 05:55:55 \n",
      "Ep.:   6290, Loss: 8.914, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 05:56:40 \n",
      "Ep.:   6300, Loss: 9.385, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 05:57:22 \n",
      "Ep.:   6310, Loss: 8.519, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  32.00 Time: 05:58:02 \n",
      "Ep.:   6320, Loss: 9.641, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  36.00 Time: 05:58:44 \n",
      "Ep.:   6330, Loss: 8.612, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 05:59:26 \n",
      "Ep.:   6340, Loss: 8.288, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 06:00:08 \n",
      "Ep.:   6350, Loss: 8.020, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 06:00:52 \n",
      "Ep.:   6360, Loss: 8.127, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  31.00 Time: 06:01:35 \n",
      "Ep.:   6370, Loss: 8.837, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 06:02:17 \n",
      "Ep.:   6380, Loss: 8.789, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  29.00 Time: 06:03:00 \n",
      "Ep.:   6390, Loss: 9.643, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  29.00 Time: 06:03:39 \n",
      "Ep.:   6400, Loss: 8.487, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 06:04:19 \n",
      "Ep.:   6410, Loss: 8.214, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  25.00 Time: 06:04:56 \n",
      "Ep.:   6420, Loss: 8.942, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  32.00 Time: 06:05:34 \n",
      "Ep.:   6430, Loss: 7.811, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  28.00 Time: 06:06:13 \n",
      "Ep.:   6440, Loss: 8.188, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 06:06:50 \n",
      "Ep.:   6450, Loss: 10.166, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 06:07:26 \n",
      "Ep.:   6460, Loss: 9.486, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 06:08:04 \n",
      "Ep.:   6470, Loss: 7.984, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  23.00 Time: 06:08:44 \n",
      "Ep.:   6480, Loss: 7.811, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 06:09:21 \n",
      "Ep.:   6490, Loss: 9.483, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 06:10:01 \n",
      "Ep.:   6500, Loss: 8.623, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 06:10:41 \n",
      "Ep.:   6510, Loss: 8.260, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  30.00 Time: 06:11:20 \n",
      "Ep.:   6520, Loss: 9.097, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 06:11:59 \n",
      "Ep.:   6530, Loss: 9.042, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  25.00 Time: 06:12:40 \n",
      "Ep.:   6540, Loss: 8.093, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 06:13:17 \n",
      "Ep.:   6550, Loss: 8.111, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 06:13:56 \n",
      "Ep.:   6560, Loss: 8.651, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 06:14:45 \n",
      "Ep.:   6570, Loss: 8.913, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 06:15:25 \n",
      "Ep.:   6580, Loss: 8.011, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  28.00 Time: 06:16:07 \n",
      "Ep.:   6590, Loss: 8.506, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 06:16:48 \n",
      "Ep.:   6600, Loss: 8.845, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 06:17:27 \n",
      "Ep.:   6610, Loss: 8.659, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 06:18:05 \n",
      "Ep.:   6620, Loss: 8.949, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 06:18:43 \n",
      "Ep.:   6630, Loss: 10.187, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 06:19:19 \n",
      "Ep.:   6640, Loss: 6.994, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  35.00 Time: 06:19:56 \n",
      "Ep.:   6650, Loss: 9.017, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  24.00 Time: 06:20:32 \n",
      "Ep.:   6660, Loss: 9.015, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  29.00 Time: 06:21:10 \n",
      "Ep.:   6670, Loss: 9.507, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 06:21:44 \n",
      "Ep.:   6680, Loss: 8.721, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  36.00 Time: 06:22:24 \n",
      "Ep.:   6690, Loss: 9.116, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 06:22:59 \n",
      "Ep.:   6700, Loss: 8.036, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  36.00 Time: 06:23:34 \n",
      "Ep.:   6710, Loss: 8.059, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  35.00 Time: 06:24:10 \n",
      "Ep.:   6720, Loss: 8.811, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  34.00 Time: 06:24:47 \n",
      "Ep.:   6730, Loss: 7.220, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  32.00 Time: 06:25:25 \n",
      "Ep.:   6740, Loss: 8.100, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  35.00 Time: 06:26:02 \n",
      "Ep.:   6750, Loss: 7.803, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 06:26:48 \n",
      "Ep.:   6760, Loss: 8.299, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 06:27:31 \n",
      "Ep.:   6770, Loss: 8.090, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 06:28:22 \n",
      "Ep.:   6780, Loss: 7.755, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 06:29:04 \n",
      "Ep.:   6790, Loss: 8.676, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  28.00 Time: 06:29:42 \n",
      "Ep.:   6800, Loss: 8.013, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 06:30:22 \n",
      "Ep.:   6810, Loss: 9.762, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 06:30:59 \n",
      "Ep.:   6820, Loss: 8.333, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 06:31:52 \n",
      "Ep.:   6830, Loss: 7.239, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  32.00 Time: 06:32:54 \n",
      "Ep.:   6840, Loss: 8.141, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  20.00 Time: 06:33:41 \n",
      "Ep.:   6850, Loss: 8.019, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 06:34:29 \n",
      "Ep.:   6860, Loss: 8.604, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  21.00 Time: 06:35:14 \n",
      "Ep.:   6870, Loss: 8.292, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  27.00 Time: 06:35:57 \n",
      "Ep.:   6880, Loss: 9.035, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  27.00 Time: 06:36:38 \n",
      "Ep.:   6890, Loss: 7.826, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 06:37:20 \n",
      "Ep.:   6900, Loss: 8.364, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  29.00 Time: 06:38:00 \n",
      "Ep.:   6910, Loss: 8.275, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 06:38:44 \n",
      "Ep.:   6920, Loss: 8.480, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 06:39:26 \n",
      "Ep.:   6930, Loss: 9.946, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  32.00 Time: 06:40:13 \n",
      "Ep.:   6940, Loss: 8.589, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 06:40:59 \n",
      "Ep.:   6950, Loss: 9.334, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 06:41:41 \n",
      "Ep.:   6960, Loss: 9.131, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  30.00 Time: 06:42:20 \n",
      "Ep.:   6970, Loss: 8.692, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 06:42:59 \n",
      "Ep.:   6980, Loss: 8.464, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 06:43:37 \n",
      "Ep.:   6990, Loss: 8.199, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 06:44:13 \n",
      "Ep.:   7000, Loss: 9.084, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 06:44:48 \n",
      "Ep.:   7010, Loss: 8.465, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  24.00 Time: 06:45:26 \n",
      "Ep.:   7020, Loss: 7.810, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  32.00 Time: 06:46:04 \n",
      "Ep.:   7030, Loss: 7.439, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 06:46:47 \n",
      "Ep.:   7040, Loss: 7.380, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  33.00 Time: 06:47:26 \n",
      "Ep.:   7050, Loss: 9.695, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  32.00 Time: 06:48:01 \n",
      "Ep.:   7060, Loss: 8.925, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 06:48:38 \n",
      "Ep.:   7070, Loss: 8.753, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 06:49:20 \n",
      "Ep.:   7080, Loss: 10.595, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 06:49:58 \n",
      "Ep.:   7090, Loss: 7.532, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  32.00 Time: 06:50:40 \n",
      "Ep.:   7100, Loss: 8.611, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 06:51:20 \n",
      "Ep.:   7110, Loss: 7.661, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 06:51:58 \n",
      "Ep.:   7120, Loss: 8.461, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 06:52:43 \n",
      "Ep.:   7130, Loss: 9.320, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  25.00 Time: 06:53:23 \n",
      "Ep.:   7140, Loss: 8.085, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  36.00 Time: 06:54:01 \n",
      "Ep.:   7150, Loss: 8.102, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 06:54:36 \n",
      "Ep.:   7160, Loss: 7.849, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 06:55:11 \n",
      "Ep.:   7170, Loss: 8.804, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  34.00 Time: 06:55:47 \n",
      "Ep.:   7180, Loss: 7.645, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 06:56:25 \n",
      "Ep.:   7190, Loss: 9.320, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 06:57:02 \n",
      "Ep.:   7200, Loss: 7.004, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  34.00 Time: 06:57:41 \n",
      "Ep.:   7210, Loss: 9.397, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 06:58:20 \n",
      "Ep.:   7220, Loss: 8.154, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  24.00 Time: 06:58:55 \n",
      "Ep.:   7230, Loss: 7.895, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  33.00 Time: 06:59:29 \n",
      "Ep.:   7240, Loss: 6.761, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 07:00:07 \n",
      "Ep.:   7250, Loss: 9.230, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 07:00:44 \n",
      "Ep.:   7260, Loss: 8.917, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 07:01:21 \n",
      "Ep.:   7270, Loss: 9.248, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  22.00 Time: 07:01:57 \n",
      "Ep.:   7280, Loss: 8.678, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  28.00 Time: 07:02:32 \n",
      "Ep.:   7290, Loss: 8.155, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 07:03:09 \n",
      "Ep.:   7300, Loss: 7.836, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 07:03:44 \n",
      "Ep.:   7310, Loss: 8.482, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  36.00 Time: 07:04:21 \n",
      "Ep.:   7320, Loss: 8.910, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 07:04:58 \n",
      "Ep.:   7330, Loss: 8.688, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 07:05:32 \n",
      "Ep.:   7340, Loss: 9.010, Avg.Score: 322.00, Avg.LenOfSnake: 16.73, Max.LenOfSnake:  32.00 Time: 07:06:09 \n",
      "Ep.:   7350, Loss: 6.823, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  30.00 Time: 07:06:49 \n",
      "Ep.:   7360, Loss: 8.315, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 07:07:25 \n",
      "Ep.:   7370, Loss: 8.717, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 07:08:02 \n",
      "Ep.:   7380, Loss: 10.058, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  31.00 Time: 07:08:37 \n",
      "Ep.:   7390, Loss: 7.608, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 07:09:15 \n",
      "Ep.:   7400, Loss: 7.817, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 07:09:52 \n",
      "Ep.:   7410, Loss: 8.511, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  23.00 Time: 07:10:29 \n",
      "Ep.:   7420, Loss: 8.130, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  24.00 Time: 07:11:05 \n",
      "Ep.:   7430, Loss: 8.902, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  35.00 Time: 07:11:40 \n",
      "Ep.:   7440, Loss: 10.208, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  29.00 Time: 07:12:14 \n",
      "Ep.:   7450, Loss: 7.007, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 07:12:50 \n",
      "Ep.:   7460, Loss: 8.565, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 07:13:29 \n",
      "Ep.:   7470, Loss: 8.992, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  33.00 Time: 07:14:06 \n",
      "Ep.:   7480, Loss: 9.538, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  24.00 Time: 07:14:43 \n",
      "Ep.:   7490, Loss: 7.623, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 07:15:21 \n",
      "Ep.:   7500, Loss: 9.723, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 07:15:58 \n",
      "Ep.:   7510, Loss: 9.282, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  22.00 Time: 07:16:34 \n",
      "Ep.:   7520, Loss: 8.540, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 07:17:12 \n",
      "Ep.:   7530, Loss: 8.457, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  30.00 Time: 07:17:46 \n",
      "Ep.:   7540, Loss: 8.727, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  20.00 Time: 07:18:21 \n",
      "Ep.:   7550, Loss: 8.680, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 07:18:58 \n",
      "Ep.:   7560, Loss: 9.211, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  33.00 Time: 07:19:37 \n",
      "Ep.:   7570, Loss: 8.117, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  37.00 Time: 07:20:13 \n",
      "Ep.:   7580, Loss: 8.645, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  32.00 Time: 07:20:51 \n",
      "Ep.:   7590, Loss: 8.247, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 07:21:28 \n",
      "Ep.:   7600, Loss: 9.168, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 07:22:04 \n",
      "Ep.:   7610, Loss: 8.471, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  33.00 Time: 07:22:38 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   7620, Loss: 7.782, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 07:23:18 \n",
      "Ep.:   7630, Loss: 8.506, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  28.00 Time: 07:23:54 \n",
      "Ep.:   7640, Loss: 8.128, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 07:24:31 \n",
      "Ep.:   7650, Loss: 8.684, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 07:25:09 \n",
      "Ep.:   7660, Loss: 12.915, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  37.00 Time: 07:25:47 \n",
      "Ep.:   7670, Loss: 7.728, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  27.00 Time: 07:26:22 \n",
      "Ep.:   7680, Loss: 8.663, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 07:27:03 \n",
      "Ep.:   7690, Loss: 8.194, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  23.00 Time: 07:27:40 \n",
      "Ep.:   7700, Loss: 8.327, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  30.00 Time: 07:28:18 \n",
      "Ep.:   7710, Loss: 8.691, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 07:28:56 \n",
      "Ep.:   7720, Loss: 8.733, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 07:29:32 \n",
      "Ep.:   7730, Loss: 8.714, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  24.00 Time: 07:30:08 \n",
      "Ep.:   7740, Loss: 8.033, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 07:30:44 \n",
      "Ep.:   7750, Loss: 9.443, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 07:31:18 \n",
      "Ep.:   7760, Loss: 8.873, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 07:31:55 \n",
      "Ep.:   7770, Loss: 8.506, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  23.00 Time: 07:32:29 \n",
      "Ep.:   7780, Loss: 8.925, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  25.00 Time: 07:33:08 \n",
      "Ep.:   7790, Loss: 8.847, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  33.00 Time: 07:33:45 \n",
      "Ep.:   7800, Loss: 8.327, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 07:34:19 \n",
      "Ep.:   7810, Loss: 8.906, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 07:34:54 \n",
      "Ep.:   7820, Loss: 8.481, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  34.00 Time: 07:35:28 \n",
      "Ep.:   7830, Loss: 7.484, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  25.00 Time: 07:36:02 \n",
      "Ep.:   7840, Loss: 9.461, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 07:36:36 \n",
      "Ep.:   7850, Loss: 8.819, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 07:37:13 \n",
      "Ep.:   7860, Loss: 7.553, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  32.00 Time: 07:37:47 \n",
      "Ep.:   7870, Loss: 8.308, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 07:38:28 \n",
      "Ep.:   7880, Loss: 8.705, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  20.00 Time: 07:39:10 \n",
      "Ep.:   7890, Loss: 8.080, Avg.Score: 321.00, Avg.LenOfSnake: 16.70, Max.LenOfSnake:  28.00 Time: 07:39:54 \n",
      "Ep.:   7900, Loss: 7.741, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  24.00 Time: 07:40:46 \n",
      "Ep.:   7910, Loss: 8.926, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 07:41:48 \n",
      "Ep.:   7920, Loss: 7.765, Avg.Score: 334.00, Avg.LenOfSnake: 17.13, Max.LenOfSnake:  31.00 Time: 07:42:33 \n",
      "Ep.:   7930, Loss: 8.764, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  30.00 Time: 07:43:16 \n",
      "Ep.:   7940, Loss: 8.216, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 07:43:59 \n",
      "Ep.:   7950, Loss: 9.737, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 07:44:42 \n",
      "Ep.:   7960, Loss: 8.139, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  22.00 Time: 07:45:33 \n",
      "Ep.:   7970, Loss: 7.566, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 07:46:16 \n",
      "Ep.:   7980, Loss: 10.073, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  29.00 Time: 07:46:56 \n",
      "Ep.:   7990, Loss: 7.371, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  25.00 Time: 07:47:49 \n",
      "Ep.:   8000, Loss: 7.399, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 07:48:36 \n",
      "Ep.:   8010, Loss: 7.555, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  28.00 Time: 07:49:21 \n",
      "Ep.:   8020, Loss: 7.979, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  35.00 Time: 07:50:06 \n",
      "Ep.:   8030, Loss: 8.453, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 07:50:48 \n",
      "Ep.:   8040, Loss: 9.287, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 07:51:28 \n",
      "Ep.:   8050, Loss: 8.112, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  34.00 Time: 07:52:13 \n",
      "Ep.:   8060, Loss: 8.506, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  32.00 Time: 07:52:54 \n",
      "Ep.:   8070, Loss: 10.104, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 07:53:38 \n",
      "Ep.:   8080, Loss: 9.400, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 07:54:23 \n",
      "Ep.:   8090, Loss: 9.119, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  32.00 Time: 07:55:08 \n",
      "Ep.:   8100, Loss: 8.344, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 07:55:54 \n",
      "Ep.:   8110, Loss: 7.968, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 07:56:39 \n",
      "Ep.:   8120, Loss: 9.720, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 07:57:24 \n",
      "Ep.:   8130, Loss: 8.995, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  29.00 Time: 07:58:07 \n",
      "Ep.:   8140, Loss: 7.176, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 07:58:52 \n",
      "Ep.:   8150, Loss: 9.046, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 07:59:41 \n",
      "Ep.:   8160, Loss: 9.107, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 08:00:22 \n",
      "Ep.:   8170, Loss: 9.442, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  30.00 Time: 08:01:26 \n",
      "Ep.:   8180, Loss: 8.266, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 08:02:09 \n",
      "Ep.:   8190, Loss: 10.506, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 08:02:56 \n",
      "Ep.:   8200, Loss: 8.560, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 08:03:39 \n",
      "Ep.:   8210, Loss: 9.036, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  29.00 Time: 08:04:27 \n",
      "Ep.:   8220, Loss: 8.904, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  24.00 Time: 08:05:08 \n",
      "Ep.:   8230, Loss: 8.717, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 08:05:52 \n",
      "Ep.:   8240, Loss: 9.334, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 08:06:43 \n",
      "Ep.:   8250, Loss: 8.116, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 08:07:37 \n",
      "Ep.:   8260, Loss: 8.288, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  24.00 Time: 08:08:21 \n",
      "Ep.:   8270, Loss: 9.831, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 08:09:02 \n",
      "Ep.:   8280, Loss: 8.377, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  32.00 Time: 08:09:46 \n",
      "Ep.:   8290, Loss: 10.128, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 08:10:30 \n",
      "Ep.:   8300, Loss: 8.576, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 08:11:10 \n",
      "Ep.:   8310, Loss: 7.154, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  27.00 Time: 08:11:46 \n",
      "Ep.:   8320, Loss: 8.771, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 08:12:21 \n",
      "Ep.:   8330, Loss: 9.345, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 08:12:54 \n",
      "Ep.:   8340, Loss: 8.261, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 08:13:28 \n",
      "Ep.:   8350, Loss: 8.487, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 08:14:03 \n",
      "Ep.:   8360, Loss: 7.452, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  19.00 Time: 08:14:40 \n",
      "Ep.:   8370, Loss: 7.778, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 08:15:15 \n",
      "Ep.:   8380, Loss: 8.149, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 08:15:50 \n",
      "Ep.:   8390, Loss: 10.333, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  33.00 Time: 08:16:29 \n",
      "Ep.:   8400, Loss: 8.396, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 08:17:10 \n",
      "Ep.:   8410, Loss: 7.461, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 08:17:51 \n",
      "Ep.:   8420, Loss: 7.796, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  24.00 Time: 08:18:39 \n",
      "Ep.:   8430, Loss: 9.200, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  28.00 Time: 08:19:29 \n",
      "Ep.:   8440, Loss: 8.501, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  34.00 Time: 08:20:13 \n",
      "Ep.:   8450, Loss: 7.971, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 08:20:57 \n",
      "Ep.:   8460, Loss: 8.495, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 08:21:36 \n",
      "Ep.:   8470, Loss: 9.699, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 08:22:15 \n",
      "Ep.:   8480, Loss: 7.590, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  22.00 Time: 08:22:52 \n",
      "Ep.:   8490, Loss: 7.946, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  23.00 Time: 08:23:32 \n",
      "Ep.:   8500, Loss: 7.567, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 08:24:07 \n",
      "Ep.:   8510, Loss: 6.849, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  31.00 Time: 08:24:43 \n",
      "Ep.:   8520, Loss: 8.202, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 08:25:23 \n",
      "Ep.:   8530, Loss: 9.090, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  37.00 Time: 08:26:03 \n",
      "Ep.:   8540, Loss: 7.769, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 08:26:40 \n",
      "Ep.:   8550, Loss: 8.667, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  21.00 Time: 08:27:19 \n",
      "Ep.:   8560, Loss: 7.509, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 08:27:54 \n",
      "Ep.:   8570, Loss: 7.322, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 08:28:32 \n",
      "Ep.:   8580, Loss: 7.969, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  31.00 Time: 08:29:11 \n",
      "Ep.:   8590, Loss: 8.975, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 08:29:47 \n",
      "Ep.:   8600, Loss: 7.283, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 08:30:24 \n",
      "Ep.:   8610, Loss: 8.674, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 08:31:01 \n",
      "Ep.:   8620, Loss: 7.927, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  32.00 Time: 08:31:40 \n",
      "Ep.:   8630, Loss: 7.253, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  28.00 Time: 08:32:14 \n",
      "Ep.:   8640, Loss: 9.399, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  23.00 Time: 08:32:50 \n",
      "Ep.:   8650, Loss: 8.366, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 08:33:30 \n",
      "Ep.:   8660, Loss: 7.941, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 08:34:06 \n",
      "Ep.:   8670, Loss: 8.178, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  30.00 Time: 08:34:44 \n",
      "Ep.:   8680, Loss: 8.567, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 08:35:22 \n",
      "Ep.:   8690, Loss: 8.439, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 08:35:56 \n",
      "Ep.:   8700, Loss: 7.746, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 08:36:35 \n",
      "Ep.:   8710, Loss: 9.059, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  26.00 Time: 08:37:32 \n",
      "Ep.:   8720, Loss: 8.661, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  37.00 Time: 08:38:31 \n",
      "Ep.:   8730, Loss: 8.893, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 08:39:14 \n",
      "Ep.:   8740, Loss: 8.733, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 08:39:55 \n",
      "Ep.:   8750, Loss: 8.393, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 08:40:34 \n",
      "Ep.:   8760, Loss: 9.689, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 08:41:13 \n",
      "Ep.:   8770, Loss: 8.255, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  26.00 Time: 08:41:51 \n",
      "Ep.:   8780, Loss: 8.233, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 08:42:29 \n",
      "Ep.:   8790, Loss: 6.922, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  24.00 Time: 08:43:06 \n",
      "Ep.:   8800, Loss: 7.914, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  33.00 Time: 08:43:43 \n",
      "Ep.:   8810, Loss: 8.070, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  33.00 Time: 08:44:21 \n",
      "Ep.:   8820, Loss: 7.637, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 08:44:58 \n",
      "Ep.:   8830, Loss: 8.756, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 08:45:35 \n",
      "Ep.:   8840, Loss: 9.226, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  30.00 Time: 08:46:13 \n",
      "Ep.:   8850, Loss: 7.421, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  26.00 Time: 08:46:54 \n",
      "Ep.:   8860, Loss: 8.051, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 08:47:32 \n",
      "Ep.:   8870, Loss: 7.688, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 08:48:13 \n",
      "Ep.:   8880, Loss: 8.879, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 08:48:50 \n",
      "Ep.:   8890, Loss: 10.076, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  33.00 Time: 08:49:27 \n",
      "Ep.:   8900, Loss: 9.183, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 08:50:07 \n",
      "Ep.:   8910, Loss: 8.495, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 08:50:45 \n",
      "Ep.:   8920, Loss: 8.179, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 08:51:24 \n",
      "Ep.:   8930, Loss: 7.293, Avg.Score: 319.00, Avg.LenOfSnake: 16.63, Max.LenOfSnake:  30.00 Time: 08:52:07 \n",
      "Ep.:   8940, Loss: 9.063, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 08:53:00 \n",
      "Ep.:   8950, Loss: 9.545, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 08:53:42 \n",
      "Ep.:   8960, Loss: 8.586, Avg.Score: 333.00, Avg.LenOfSnake: 17.10, Max.LenOfSnake:  31.00 Time: 08:54:31 \n",
      "Ep.:   8970, Loss: 8.973, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  34.00 Time: 08:55:16 \n",
      "Ep.:   8980, Loss: 9.093, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  24.00 Time: 08:56:04 \n",
      "Ep.:   8990, Loss: 7.664, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  34.00 Time: 08:56:41 \n",
      "Ep.:   9000, Loss: 8.799, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 08:57:19 \n",
      "Ep.:   9010, Loss: 9.376, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  32.00 Time: 08:57:58 \n",
      "Ep.:   9020, Loss: 8.776, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 08:58:36 \n",
      "Ep.:   9030, Loss: 9.681, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 08:59:12 \n",
      "Ep.:   9040, Loss: 8.627, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  30.00 Time: 08:59:52 \n",
      "Ep.:   9050, Loss: 10.846, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  29.00 Time: 09:00:30 \n",
      "Ep.:   9060, Loss: 9.086, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 09:01:09 \n",
      "Ep.:   9070, Loss: 8.235, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  35.00 Time: 09:01:48 \n",
      "Ep.:   9080, Loss: 8.707, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 09:02:25 \n",
      "Ep.:   9090, Loss: 8.881, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 09:03:00 \n",
      "Ep.:   9100, Loss: 8.111, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 09:03:36 \n",
      "Ep.:   9110, Loss: 7.763, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  26.00 Time: 09:04:09 \n",
      "Ep.:   9120, Loss: 8.774, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  32.00 Time: 09:04:53 \n",
      "Ep.:   9130, Loss: 8.414, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 09:05:31 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:   9140, Loss: 9.488, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  30.00 Time: 09:06:09 \n",
      "Ep.:   9150, Loss: 7.505, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 09:06:55 \n",
      "Ep.:   9160, Loss: 7.633, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  29.00 Time: 09:07:39 \n",
      "Ep.:   9170, Loss: 8.533, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 09:08:16 \n",
      "Ep.:   9180, Loss: 8.080, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 09:08:56 \n",
      "Ep.:   9190, Loss: 7.952, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 09:09:39 \n",
      "Ep.:   9200, Loss: 9.087, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 09:10:16 \n",
      "Ep.:   9210, Loss: 9.061, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  26.00 Time: 09:10:52 \n",
      "Ep.:   9220, Loss: 9.135, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  24.00 Time: 09:11:29 \n",
      "Ep.:   9230, Loss: 8.917, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 09:12:06 \n",
      "Ep.:   9240, Loss: 8.094, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 09:12:51 \n",
      "Ep.:   9250, Loss: 8.982, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 09:13:31 \n",
      "Ep.:   9260, Loss: 8.568, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 09:14:07 \n",
      "Ep.:   9270, Loss: 7.375, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 09:14:43 \n",
      "Ep.:   9280, Loss: 9.045, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 09:15:18 \n",
      "Ep.:   9290, Loss: 6.966, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  25.00 Time: 09:15:57 \n",
      "Ep.:   9300, Loss: 8.212, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 09:16:35 \n",
      "Ep.:   9310, Loss: 8.851, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 09:17:26 \n",
      "Ep.:   9320, Loss: 8.440, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  25.00 Time: 09:18:05 \n",
      "Ep.:   9330, Loss: 7.092, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  32.00 Time: 09:18:42 \n",
      "Ep.:   9340, Loss: 8.909, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  23.00 Time: 09:19:18 \n",
      "Ep.:   9350, Loss: 8.308, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  31.00 Time: 09:19:54 \n",
      "Ep.:   9360, Loss: 8.584, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  23.00 Time: 09:20:28 \n",
      "Ep.:   9370, Loss: 7.245, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 09:21:04 \n",
      "Ep.:   9380, Loss: 7.198, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 09:21:45 \n",
      "Ep.:   9390, Loss: 9.235, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 09:22:22 \n",
      "Ep.:   9400, Loss: 7.531, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 09:23:00 \n",
      "Ep.:   9410, Loss: 8.279, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 09:23:39 \n",
      "Ep.:   9420, Loss: 8.467, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  27.00 Time: 09:24:17 \n",
      "Ep.:   9430, Loss: 8.080, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  35.00 Time: 09:24:53 \n",
      "Ep.:   9440, Loss: 7.190, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 09:25:28 \n",
      "Ep.:   9450, Loss: 7.533, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  23.00 Time: 09:26:03 \n",
      "Ep.:   9460, Loss: 8.161, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 09:26:39 \n",
      "Ep.:   9470, Loss: 8.792, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 09:27:15 \n",
      "Ep.:   9480, Loss: 8.147, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 09:27:54 \n",
      "Ep.:   9490, Loss: 7.961, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 09:28:29 \n",
      "Ep.:   9500, Loss: 8.363, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  23.00 Time: 09:29:06 \n",
      "Ep.:   9510, Loss: 8.772, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 09:29:42 \n",
      "Ep.:   9520, Loss: 9.215, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  29.00 Time: 09:30:20 \n",
      "Ep.:   9530, Loss: 7.542, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 09:30:57 \n",
      "Ep.:   9540, Loss: 10.994, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  27.00 Time: 09:31:33 \n",
      "Ep.:   9550, Loss: 8.816, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 09:32:09 \n",
      "Ep.:   9560, Loss: 8.249, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 09:32:44 \n",
      "Ep.:   9570, Loss: 8.242, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 09:33:22 \n",
      "Ep.:   9580, Loss: 8.109, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  29.00 Time: 09:33:57 \n",
      "Ep.:   9590, Loss: 9.777, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 09:34:32 \n",
      "Ep.:   9600, Loss: 8.410, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 09:35:09 \n",
      "Ep.:   9610, Loss: 7.524, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  32.00 Time: 09:35:45 \n",
      "Ep.:   9620, Loss: 7.981, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  23.00 Time: 09:36:22 \n",
      "Ep.:   9630, Loss: 7.305, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 09:36:59 \n",
      "Ep.:   9640, Loss: 7.830, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 09:37:36 \n",
      "Ep.:   9650, Loss: 7.940, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 09:38:11 \n",
      "Ep.:   9660, Loss: 8.081, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  24.00 Time: 09:38:47 \n",
      "Ep.:   9670, Loss: 9.946, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 09:39:24 \n",
      "Ep.:   9680, Loss: 8.102, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  35.00 Time: 09:39:58 \n",
      "Ep.:   9690, Loss: 8.000, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 09:40:33 \n",
      "Ep.:   9700, Loss: 7.549, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 09:41:09 \n",
      "Ep.:   9710, Loss: 8.010, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 09:41:46 \n",
      "Ep.:   9720, Loss: 8.841, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  23.00 Time: 09:42:23 \n",
      "Ep.:   9730, Loss: 8.684, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 09:43:01 \n",
      "Ep.:   9740, Loss: 7.560, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  34.00 Time: 09:43:36 \n",
      "Ep.:   9750, Loss: 8.201, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 09:44:10 \n",
      "Ep.:   9760, Loss: 7.820, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 09:44:48 \n",
      "Ep.:   9770, Loss: 7.588, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 09:45:24 \n",
      "Ep.:   9780, Loss: 9.033, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  33.00 Time: 09:46:00 \n",
      "Ep.:   9790, Loss: 8.126, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  22.00 Time: 09:46:38 \n",
      "Ep.:   9800, Loss: 9.205, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  33.00 Time: 09:47:14 \n",
      "Ep.:   9810, Loss: 7.899, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 09:47:51 \n",
      "Ep.:   9820, Loss: 7.914, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 09:48:25 \n",
      "Ep.:   9830, Loss: 8.360, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 09:48:59 \n",
      "Ep.:   9840, Loss: 8.333, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 09:49:37 \n",
      "Ep.:   9850, Loss: 7.548, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  35.00 Time: 09:50:12 \n",
      "Ep.:   9860, Loss: 8.522, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  27.00 Time: 09:50:46 \n",
      "Ep.:   9870, Loss: 7.813, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 09:51:23 \n",
      "Ep.:   9880, Loss: 7.273, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  27.00 Time: 09:52:00 \n",
      "Ep.:   9890, Loss: 8.111, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 09:52:35 \n",
      "Ep.:   9900, Loss: 7.833, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 09:53:15 \n",
      "Ep.:   9910, Loss: 8.888, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 09:53:48 \n",
      "Ep.:   9920, Loss: 8.102, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  37.00 Time: 09:54:24 \n",
      "Ep.:   9930, Loss: 8.754, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 09:55:00 \n",
      "Ep.:   9940, Loss: 7.452, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  22.00 Time: 09:55:37 \n",
      "Ep.:   9950, Loss: 7.687, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 09:56:13 \n",
      "Ep.:   9960, Loss: 9.066, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  33.00 Time: 09:56:48 \n",
      "Ep.:   9970, Loss: 8.113, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  35.00 Time: 09:57:25 \n",
      "Ep.:   9980, Loss: 7.280, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 09:58:02 \n",
      "Ep.:   9990, Loss: 8.593, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  29.00 Time: 09:58:36 \n",
      "Ep.:  10000, Loss: 8.186, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  22.00 Time: 09:59:13 \n",
      "Ep.:  10010, Loss: 8.124, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 09:59:50 \n",
      "Ep.:  10020, Loss: 8.243, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 10:00:25 \n",
      "Ep.:  10030, Loss: 8.596, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 10:01:00 \n",
      "Ep.:  10040, Loss: 7.483, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  32.00 Time: 10:01:34 \n",
      "Ep.:  10050, Loss: 7.849, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  21.00 Time: 10:02:12 \n",
      "Ep.:  10060, Loss: 9.073, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 10:02:49 \n",
      "Ep.:  10070, Loss: 7.759, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 10:03:26 \n",
      "Ep.:  10080, Loss: 7.325, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  23.00 Time: 10:04:02 \n",
      "Ep.:  10090, Loss: 7.797, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  32.00 Time: 10:04:39 \n",
      "Ep.:  10100, Loss: 6.718, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 10:05:17 \n",
      "Ep.:  10110, Loss: 7.912, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  26.00 Time: 10:05:53 \n",
      "Ep.:  10120, Loss: 7.715, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  30.00 Time: 10:06:29 \n",
      "Ep.:  10130, Loss: 8.123, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 10:07:06 \n",
      "Ep.:  10140, Loss: 7.983, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 10:07:46 \n",
      "Ep.:  10150, Loss: 6.813, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  33.00 Time: 10:08:22 \n",
      "Ep.:  10160, Loss: 9.352, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 10:09:02 \n",
      "Ep.:  10170, Loss: 9.616, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  26.00 Time: 10:09:38 \n",
      "Ep.:  10180, Loss: 9.749, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  23.00 Time: 10:10:14 \n",
      "Ep.:  10190, Loss: 9.233, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 10:10:53 \n",
      "Ep.:  10200, Loss: 8.412, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 10:11:29 \n",
      "Ep.:  10210, Loss: 7.797, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 10:12:07 \n",
      "Ep.:  10220, Loss: 8.013, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 10:12:42 \n",
      "Ep.:  10230, Loss: 9.664, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 10:13:18 \n",
      "Ep.:  10240, Loss: 9.317, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 10:13:56 \n",
      "Ep.:  10250, Loss: 8.197, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 10:14:33 \n",
      "Ep.:  10260, Loss: 8.875, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  37.00 Time: 10:15:09 \n",
      "Ep.:  10270, Loss: 8.273, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 10:15:45 \n",
      "Ep.:  10280, Loss: 6.941, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 10:16:21 \n",
      "Ep.:  10290, Loss: 6.937, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 10:17:00 \n",
      "Ep.:  10300, Loss: 7.638, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 10:17:38 \n",
      "Ep.:  10310, Loss: 7.518, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 10:18:14 \n",
      "Ep.:  10320, Loss: 7.258, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  40.00 Time: 10:18:51 \n",
      "Ep.:  10330, Loss: 8.228, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  32.00 Time: 10:19:31 \n",
      "Ep.:  10340, Loss: 7.512, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 10:20:09 \n",
      "Ep.:  10350, Loss: 8.120, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  32.00 Time: 10:20:46 \n",
      "Ep.:  10360, Loss: 7.672, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 10:21:22 \n",
      "Ep.:  10370, Loss: 8.081, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 10:22:00 \n",
      "Ep.:  10380, Loss: 8.190, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 10:22:36 \n",
      "Ep.:  10390, Loss: 8.991, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  30.00 Time: 10:23:12 \n",
      "Ep.:  10400, Loss: 8.355, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 10:23:48 \n",
      "Ep.:  10410, Loss: 8.742, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  34.00 Time: 10:24:27 \n",
      "Ep.:  10420, Loss: 8.106, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  32.00 Time: 10:25:01 \n",
      "Ep.:  10430, Loss: 7.653, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  31.00 Time: 10:25:38 \n",
      "Ep.:  10440, Loss: 7.972, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  32.00 Time: 10:26:15 \n",
      "Ep.:  10450, Loss: 6.722, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 10:26:51 \n",
      "Ep.:  10460, Loss: 8.869, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 10:27:29 \n",
      "Ep.:  10470, Loss: 8.286, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 10:28:05 \n",
      "Ep.:  10480, Loss: 7.569, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 10:28:39 \n",
      "Ep.:  10490, Loss: 9.791, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 10:29:15 \n",
      "Ep.:  10500, Loss: 8.056, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 10:29:54 \n",
      "Ep.:  10510, Loss: 7.971, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 10:30:32 \n",
      "Ep.:  10520, Loss: 8.170, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 10:31:09 \n",
      "Ep.:  10530, Loss: 8.645, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  30.00 Time: 10:31:45 \n",
      "Ep.:  10540, Loss: 7.476, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 10:32:22 \n",
      "Ep.:  10550, Loss: 7.763, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  25.00 Time: 10:32:59 \n",
      "Ep.:  10560, Loss: 8.140, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 10:33:36 \n",
      "Ep.:  10570, Loss: 7.690, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  32.00 Time: 10:34:14 \n",
      "Ep.:  10580, Loss: 7.653, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  32.00 Time: 10:34:53 \n",
      "Ep.:  10590, Loss: 7.844, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  28.00 Time: 10:35:30 \n",
      "Ep.:  10600, Loss: 7.922, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 10:36:08 \n",
      "Ep.:  10610, Loss: 7.882, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 10:36:43 \n",
      "Ep.:  10620, Loss: 7.884, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  33.00 Time: 10:37:17 \n",
      "Ep.:  10630, Loss: 7.439, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  31.00 Time: 10:37:55 \n",
      "Ep.:  10640, Loss: 7.306, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  34.00 Time: 10:38:33 \n",
      "Ep.:  10650, Loss: 7.834, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 10:39:14 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  10660, Loss: 7.081, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 10:39:50 \n",
      "Ep.:  10670, Loss: 7.016, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  32.00 Time: 10:40:28 \n",
      "Ep.:  10680, Loss: 9.233, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 10:41:04 \n",
      "Ep.:  10690, Loss: 7.876, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 10:41:41 \n",
      "Ep.:  10700, Loss: 7.617, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 10:42:17 \n",
      "Ep.:  10710, Loss: 9.013, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  29.00 Time: 10:42:55 \n",
      "Ep.:  10720, Loss: 7.943, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 10:43:31 \n",
      "Ep.:  10730, Loss: 6.799, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  24.00 Time: 10:44:07 \n",
      "Ep.:  10740, Loss: 8.113, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  21.00 Time: 10:44:44 \n",
      "Ep.:  10750, Loss: 7.133, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 10:45:21 \n",
      "Ep.:  10760, Loss: 8.036, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  27.00 Time: 10:46:00 \n",
      "Ep.:  10770, Loss: 7.988, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 10:46:36 \n",
      "Ep.:  10780, Loss: 7.659, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  30.00 Time: 10:47:12 \n",
      "Ep.:  10790, Loss: 9.419, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 10:47:50 \n",
      "Ep.:  10800, Loss: 6.798, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  23.00 Time: 10:48:28 \n",
      "Ep.:  10810, Loss: 6.836, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 10:49:03 \n",
      "Ep.:  10820, Loss: 7.674, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 10:49:38 \n",
      "Ep.:  10830, Loss: 8.023, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 10:50:16 \n",
      "Ep.:  10840, Loss: 8.160, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  30.00 Time: 10:50:55 \n",
      "Ep.:  10850, Loss: 7.010, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 10:51:30 \n",
      "Ep.:  10860, Loss: 7.273, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  27.00 Time: 10:52:08 \n",
      "Ep.:  10870, Loss: 8.371, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  31.00 Time: 10:52:45 \n",
      "Ep.:  10880, Loss: 8.179, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  34.00 Time: 10:53:23 \n",
      "Ep.:  10890, Loss: 7.894, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 10:54:00 \n",
      "Ep.:  10900, Loss: 7.211, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 10:54:38 \n",
      "Ep.:  10910, Loss: 7.895, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  32.00 Time: 10:55:15 \n",
      "Ep.:  10920, Loss: 9.387, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  30.00 Time: 10:55:52 \n",
      "Ep.:  10930, Loss: 8.031, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  34.00 Time: 10:56:29 \n",
      "Ep.:  10940, Loss: 7.801, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 10:57:04 \n",
      "Ep.:  10950, Loss: 7.648, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 10:57:41 \n",
      "Ep.:  10960, Loss: 6.882, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  30.00 Time: 10:58:17 \n",
      "Ep.:  10970, Loss: 7.862, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  21.00 Time: 10:58:53 \n",
      "Ep.:  10980, Loss: 8.952, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  24.00 Time: 10:59:28 \n",
      "Ep.:  10990, Loss: 8.439, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  29.00 Time: 11:00:02 \n",
      "Ep.:  11000, Loss: 7.422, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  34.00 Time: 11:00:37 \n",
      "Ep.:  11010, Loss: 7.531, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  33.00 Time: 11:01:17 \n",
      "Ep.:  11020, Loss: 8.275, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 11:01:55 \n",
      "Ep.:  11030, Loss: 8.614, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  30.00 Time: 11:02:32 \n",
      "Ep.:  11040, Loss: 8.910, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  31.00 Time: 11:03:08 \n",
      "Ep.:  11050, Loss: 8.736, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  27.00 Time: 11:03:44 \n",
      "Ep.:  11060, Loss: 7.675, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 11:04:21 \n",
      "Ep.:  11070, Loss: 8.866, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  32.00 Time: 11:04:59 \n",
      "Ep.:  11080, Loss: 8.189, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  22.00 Time: 11:05:36 \n",
      "Ep.:  11090, Loss: 7.079, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  24.00 Time: 11:06:13 \n",
      "Ep.:  11100, Loss: 9.305, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  31.00 Time: 11:06:49 \n",
      "Ep.:  11110, Loss: 8.740, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 11:07:26 \n",
      "Ep.:  11120, Loss: 8.407, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 11:08:03 \n",
      "Ep.:  11130, Loss: 6.818, Avg.Score: 335.00, Avg.LenOfSnake: 17.17, Max.LenOfSnake:  31.00 Time: 11:08:43 \n",
      "Ep.:  11140, Loss: 7.516, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  39.00 Time: 11:09:20 \n",
      "Ep.:  11150, Loss: 7.054, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  33.00 Time: 11:09:57 \n",
      "Ep.:  11160, Loss: 8.860, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  21.00 Time: 11:10:35 \n",
      "Ep.:  11170, Loss: 8.801, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  23.00 Time: 11:11:12 \n",
      "Ep.:  11180, Loss: 9.056, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  21.00 Time: 11:11:49 \n",
      "Ep.:  11190, Loss: 6.983, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 11:12:24 \n",
      "Ep.:  11200, Loss: 8.482, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  33.00 Time: 11:13:02 \n",
      "Ep.:  11210, Loss: 8.856, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 11:13:39 \n",
      "Ep.:  11220, Loss: 7.035, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 11:14:15 \n",
      "Ep.:  11230, Loss: 8.535, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 11:14:52 \n",
      "Ep.:  11240, Loss: 8.592, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 11:15:26 \n",
      "Ep.:  11250, Loss: 7.714, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 11:16:03 \n",
      "Ep.:  11260, Loss: 8.009, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 11:16:38 \n",
      "Ep.:  11270, Loss: 8.904, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 11:17:14 \n",
      "Ep.:  11280, Loss: 6.638, Avg.Score: 341.00, Avg.LenOfSnake: 17.37, Max.LenOfSnake:  37.00 Time: 11:17:51 \n",
      "Ep.:  11290, Loss: 8.130, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 11:18:30 \n",
      "Ep.:  11300, Loss: 9.057, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  25.00 Time: 11:19:09 \n",
      "Ep.:  11310, Loss: 5.978, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 11:19:46 \n",
      "Ep.:  11320, Loss: 6.946, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  23.00 Time: 11:20:22 \n",
      "Ep.:  11330, Loss: 7.124, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 11:20:57 \n",
      "Ep.:  11340, Loss: 7.958, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  33.00 Time: 11:21:36 \n",
      "Ep.:  11350, Loss: 8.480, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 11:22:10 \n",
      "Ep.:  11360, Loss: 10.129, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  30.00 Time: 11:22:48 \n",
      "Ep.:  11370, Loss: 8.393, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 11:23:27 \n",
      "Ep.:  11380, Loss: 8.584, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 11:24:02 \n",
      "Ep.:  11390, Loss: 7.310, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  33.00 Time: 11:24:37 \n",
      "Ep.:  11400, Loss: 6.944, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  31.00 Time: 11:25:13 \n",
      "Ep.:  11410, Loss: 8.698, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  24.00 Time: 11:25:48 \n",
      "Ep.:  11420, Loss: 6.937, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 11:26:22 \n",
      "Ep.:  11430, Loss: 8.492, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 11:26:59 \n",
      "Ep.:  11440, Loss: 7.818, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 11:27:37 \n",
      "Ep.:  11450, Loss: 6.851, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  28.00 Time: 11:28:13 \n",
      "Ep.:  11460, Loss: 7.204, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  27.00 Time: 11:28:49 \n",
      "Ep.:  11470, Loss: 7.576, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  22.00 Time: 11:29:24 \n",
      "Ep.:  11480, Loss: 7.880, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 11:30:04 \n",
      "Ep.:  11490, Loss: 8.156, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 11:30:42 \n",
      "Ep.:  11500, Loss: 8.737, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  35.00 Time: 11:31:17 \n",
      "Ep.:  11510, Loss: 8.718, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 11:31:52 \n",
      "Ep.:  11520, Loss: 7.384, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  29.00 Time: 11:32:30 \n",
      "Ep.:  11530, Loss: 7.768, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 11:33:08 \n",
      "Ep.:  11540, Loss: 9.263, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  34.00 Time: 11:33:44 \n",
      "Ep.:  11550, Loss: 7.962, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 11:34:20 \n",
      "Ep.:  11560, Loss: 7.967, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 11:34:58 \n",
      "Ep.:  11570, Loss: 8.512, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  24.00 Time: 11:35:35 \n",
      "Ep.:  11580, Loss: 7.799, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  36.00 Time: 11:36:13 \n",
      "Ep.:  11590, Loss: 7.559, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  30.00 Time: 11:36:52 \n",
      "Ep.:  11600, Loss: 8.933, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 11:37:28 \n",
      "Ep.:  11610, Loss: 7.543, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 11:38:04 \n",
      "Ep.:  11620, Loss: 6.486, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  30.00 Time: 11:38:41 \n",
      "Ep.:  11630, Loss: 7.592, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  30.00 Time: 11:39:18 \n",
      "Ep.:  11640, Loss: 7.436, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 11:39:55 \n",
      "Ep.:  11650, Loss: 7.755, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 11:40:30 \n",
      "Ep.:  11660, Loss: 8.087, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 11:41:08 \n",
      "Ep.:  11670, Loss: 8.045, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  28.00 Time: 11:41:45 \n",
      "Ep.:  11680, Loss: 7.260, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 11:42:22 \n",
      "Ep.:  11690, Loss: 6.580, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  26.00 Time: 11:42:59 \n",
      "Ep.:  11700, Loss: 7.687, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 11:43:37 \n",
      "Ep.:  11710, Loss: 7.461, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 11:44:13 \n",
      "Ep.:  11720, Loss: 7.049, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 11:44:53 \n",
      "Ep.:  11730, Loss: 9.136, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  30.00 Time: 11:45:29 \n",
      "Ep.:  11740, Loss: 7.935, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 11:46:04 \n",
      "Ep.:  11750, Loss: 7.059, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 11:46:41 \n",
      "Ep.:  11760, Loss: 7.916, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  31.00 Time: 11:47:20 \n",
      "Ep.:  11770, Loss: 7.615, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  30.00 Time: 11:47:56 \n",
      "Ep.:  11780, Loss: 8.559, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 11:48:30 \n",
      "Ep.:  11790, Loss: 7.392, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  36.00 Time: 11:49:06 \n",
      "Ep.:  11800, Loss: 7.740, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 11:49:43 \n",
      "Ep.:  11810, Loss: 7.082, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  34.00 Time: 11:50:19 \n",
      "Ep.:  11820, Loss: 8.255, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  34.00 Time: 11:50:55 \n",
      "Ep.:  11830, Loss: 7.300, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 11:51:32 \n",
      "Ep.:  11840, Loss: 7.726, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  34.00 Time: 11:52:07 \n",
      "Ep.:  11850, Loss: 8.061, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 11:52:42 \n",
      "Ep.:  11860, Loss: 7.485, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 11:53:18 \n",
      "Ep.:  11870, Loss: 8.292, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 11:53:54 \n",
      "Ep.:  11880, Loss: 7.617, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 11:54:29 \n",
      "Ep.:  11890, Loss: 8.150, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 11:55:07 \n",
      "Ep.:  11900, Loss: 9.398, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 11:55:45 \n",
      "Ep.:  11910, Loss: 7.964, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 11:56:19 \n",
      "Ep.:  11920, Loss: 7.856, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 11:56:54 \n",
      "Ep.:  11930, Loss: 7.333, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  21.00 Time: 11:57:33 \n",
      "Ep.:  11940, Loss: 6.796, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 11:58:15 \n",
      "Ep.:  11950, Loss: 8.564, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 11:58:51 \n",
      "Ep.:  11960, Loss: 8.193, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  33.00 Time: 11:59:28 \n",
      "Ep.:  11970, Loss: 8.895, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  20.00 Time: 12:00:02 \n",
      "Ep.:  11980, Loss: 7.331, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  39.00 Time: 12:00:40 \n",
      "Ep.:  11990, Loss: 7.695, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  28.00 Time: 12:01:17 \n",
      "Ep.:  12000, Loss: 7.035, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 12:01:56 \n",
      "Ep.:  12010, Loss: 7.289, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 12:02:33 \n",
      "Ep.:  12020, Loss: 7.197, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 12:03:10 \n",
      "Ep.:  12030, Loss: 7.523, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 12:03:47 \n",
      "Ep.:  12040, Loss: 7.431, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 12:04:22 \n",
      "Ep.:  12050, Loss: 8.170, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 12:04:56 \n",
      "Ep.:  12060, Loss: 8.315, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  27.00 Time: 12:05:32 \n",
      "Ep.:  12070, Loss: 8.003, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 12:06:08 \n",
      "Ep.:  12080, Loss: 6.375, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 12:06:44 \n",
      "Ep.:  12090, Loss: 8.872, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  23.00 Time: 12:07:19 \n",
      "Ep.:  12100, Loss: 8.098, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 12:07:55 \n",
      "Ep.:  12110, Loss: 8.585, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  30.00 Time: 12:08:33 \n",
      "Ep.:  12120, Loss: 7.309, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 12:09:09 \n",
      "Ep.:  12130, Loss: 7.712, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  34.00 Time: 12:09:48 \n",
      "Ep.:  12140, Loss: 6.607, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 12:10:25 \n",
      "Ep.:  12150, Loss: 7.304, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  37.00 Time: 12:11:01 \n",
      "Ep.:  12160, Loss: 7.399, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  31.00 Time: 12:11:37 \n",
      "Ep.:  12170, Loss: 6.792, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  34.00 Time: 12:12:13 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  12180, Loss: 8.368, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 12:12:50 \n",
      "Ep.:  12190, Loss: 7.609, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 12:13:28 \n",
      "Ep.:  12200, Loss: 9.217, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  23.00 Time: 12:14:04 \n",
      "Ep.:  12210, Loss: 7.470, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 12:14:40 \n",
      "Ep.:  12220, Loss: 7.986, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 12:15:16 \n",
      "Ep.:  12230, Loss: 8.415, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 12:15:49 \n",
      "Ep.:  12240, Loss: 9.238, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 12:16:26 \n",
      "Ep.:  12250, Loss: 7.663, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 12:17:04 \n",
      "Ep.:  12260, Loss: 6.729, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 12:17:41 \n",
      "Ep.:  12270, Loss: 7.755, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  26.00 Time: 12:18:19 \n",
      "Ep.:  12280, Loss: 8.404, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  30.00 Time: 12:18:55 \n",
      "Ep.:  12290, Loss: 7.276, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 12:19:34 \n",
      "Ep.:  12300, Loss: 7.940, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  32.00 Time: 12:20:12 \n",
      "Ep.:  12310, Loss: 6.633, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  35.00 Time: 12:20:49 \n",
      "Ep.:  12320, Loss: 8.366, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 12:21:25 \n",
      "Ep.:  12330, Loss: 8.541, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 12:22:03 \n",
      "Ep.:  12340, Loss: 8.295, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 12:22:39 \n",
      "Ep.:  12350, Loss: 7.332, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  29.00 Time: 12:23:18 \n",
      "Ep.:  12360, Loss: 6.696, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 12:23:55 \n",
      "Ep.:  12370, Loss: 8.999, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  30.00 Time: 12:24:30 \n",
      "Ep.:  12380, Loss: 7.153, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  32.00 Time: 12:25:06 \n",
      "Ep.:  12390, Loss: 7.069, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  28.00 Time: 12:25:42 \n",
      "Ep.:  12400, Loss: 7.293, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  29.00 Time: 12:26:17 \n",
      "Ep.:  12410, Loss: 7.122, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  31.00 Time: 12:26:54 \n",
      "Ep.:  12420, Loss: 7.481, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 12:27:30 \n",
      "Ep.:  12430, Loss: 8.441, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 12:28:06 \n",
      "Ep.:  12440, Loss: 7.662, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 12:28:42 \n",
      "Ep.:  12450, Loss: 7.382, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  31.00 Time: 12:29:18 \n",
      "Ep.:  12460, Loss: 8.174, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 12:29:54 \n",
      "Ep.:  12470, Loss: 8.864, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  35.00 Time: 12:30:33 \n",
      "Ep.:  12480, Loss: 7.594, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  31.00 Time: 12:31:08 \n",
      "Ep.:  12490, Loss: 6.893, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  31.00 Time: 12:31:44 \n",
      "Ep.:  12500, Loss: 8.918, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  29.00 Time: 12:32:20 \n",
      "Ep.:  12510, Loss: 8.661, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  26.00 Time: 12:32:57 \n",
      "Ep.:  12520, Loss: 7.357, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  24.00 Time: 12:33:34 \n",
      "Ep.:  12530, Loss: 7.755, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  23.00 Time: 12:34:11 \n",
      "Ep.:  12540, Loss: 7.426, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 12:34:49 \n",
      "Ep.:  12550, Loss: 8.388, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  32.00 Time: 12:35:27 \n",
      "Ep.:  12560, Loss: 8.470, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 12:36:02 \n",
      "Ep.:  12570, Loss: 7.132, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  24.00 Time: 12:36:39 \n",
      "Ep.:  12580, Loss: 7.984, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 12:37:16 \n",
      "Ep.:  12590, Loss: 8.598, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  26.00 Time: 12:37:50 \n",
      "Ep.:  12600, Loss: 7.524, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 12:38:26 \n",
      "Ep.:  12610, Loss: 7.647, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 12:39:03 \n",
      "Ep.:  12620, Loss: 8.436, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  29.00 Time: 12:39:40 \n",
      "Ep.:  12630, Loss: 7.372, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  25.00 Time: 12:40:19 \n",
      "Ep.:  12640, Loss: 9.089, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  24.00 Time: 12:40:58 \n",
      "Ep.:  12650, Loss: 8.176, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  29.00 Time: 12:41:36 \n",
      "Ep.:  12660, Loss: 7.226, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  21.00 Time: 12:42:12 \n",
      "Ep.:  12670, Loss: 8.301, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  27.00 Time: 12:42:47 \n",
      "Ep.:  12680, Loss: 7.045, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  30.00 Time: 12:43:23 \n",
      "Ep.:  12690, Loss: 6.907, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  29.00 Time: 12:44:02 \n",
      "Ep.:  12700, Loss: 8.575, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  26.00 Time: 12:44:39 \n",
      "Ep.:  12710, Loss: 8.054, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  25.00 Time: 12:45:16 \n",
      "Ep.:  12720, Loss: 7.489, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  27.00 Time: 12:45:52 \n",
      "Ep.:  12730, Loss: 7.788, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 12:46:29 \n",
      "Ep.:  12740, Loss: 6.587, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 12:47:04 \n",
      "Ep.:  12750, Loss: 7.752, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  35.00 Time: 12:47:40 \n",
      "Ep.:  12760, Loss: 7.347, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  31.00 Time: 12:48:18 \n",
      "Ep.:  12770, Loss: 8.089, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 12:48:54 \n",
      "Ep.:  12780, Loss: 8.362, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 12:49:32 \n",
      "Ep.:  12790, Loss: 7.141, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 12:50:07 \n",
      "Ep.:  12800, Loss: 7.968, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 12:50:44 \n",
      "Ep.:  12810, Loss: 7.366, Avg.Score: 319.00, Avg.LenOfSnake: 16.63, Max.LenOfSnake:  27.00 Time: 12:51:21 \n",
      "Ep.:  12820, Loss: 6.975, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 12:51:59 \n",
      "Ep.:  12830, Loss: 7.984, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 12:52:36 \n",
      "Ep.:  12840, Loss: 6.969, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 12:53:12 \n",
      "Ep.:  12850, Loss: 8.081, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 12:53:47 \n",
      "Ep.:  12860, Loss: 6.774, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  30.00 Time: 12:54:25 \n",
      "Ep.:  12870, Loss: 7.000, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 12:54:59 \n",
      "Ep.:  12880, Loss: 6.764, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 12:55:33 \n",
      "Ep.:  12890, Loss: 8.626, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 12:56:10 \n",
      "Ep.:  12900, Loss: 7.634, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 12:56:47 \n",
      "Ep.:  12910, Loss: 8.272, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  21.00 Time: 12:57:23 \n",
      "Ep.:  12920, Loss: 6.846, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  26.00 Time: 12:57:59 \n",
      "Ep.:  12930, Loss: 7.898, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  33.00 Time: 12:58:36 \n",
      "Ep.:  12940, Loss: 7.768, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 12:59:13 \n",
      "Ep.:  12950, Loss: 7.173, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 12:59:48 \n",
      "Ep.:  12960, Loss: 6.892, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  34.00 Time: 13:00:25 \n",
      "Ep.:  12970, Loss: 7.978, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  38.00 Time: 13:01:00 \n",
      "Ep.:  12980, Loss: 8.026, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 13:01:35 \n",
      "Ep.:  12990, Loss: 6.787, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 13:02:13 \n",
      "Ep.:  13000, Loss: 7.301, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 13:02:51 \n",
      "Ep.:  13010, Loss: 9.236, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 13:03:29 \n",
      "Ep.:  13020, Loss: 8.471, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 13:04:05 \n",
      "Ep.:  13030, Loss: 7.233, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  25.00 Time: 13:04:40 \n",
      "Ep.:  13040, Loss: 7.601, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  37.00 Time: 13:05:16 \n",
      "Ep.:  13050, Loss: 8.234, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 13:05:53 \n",
      "Ep.:  13060, Loss: 8.959, Avg.Score: 141.00, Avg.LenOfSnake: 10.70, Max.LenOfSnake:  26.00 Time: 13:06:27 \n",
      "Ep.:  13070, Loss: 7.924, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 13:07:01 \n",
      "Ep.:  13080, Loss: 7.203, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  31.00 Time: 13:07:39 \n",
      "Ep.:  13090, Loss: 7.531, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  27.00 Time: 13:08:14 \n",
      "Ep.:  13100, Loss: 7.721, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 13:08:51 \n",
      "Ep.:  13110, Loss: 7.064, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  28.00 Time: 13:09:29 \n",
      "Ep.:  13120, Loss: 8.395, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  33.00 Time: 13:10:07 \n",
      "Ep.:  13130, Loss: 6.367, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 13:10:43 \n",
      "Ep.:  13140, Loss: 6.287, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  31.00 Time: 13:11:20 \n",
      "Ep.:  13150, Loss: 7.958, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 13:11:56 \n",
      "Ep.:  13160, Loss: 8.031, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 13:12:32 \n",
      "Ep.:  13170, Loss: 7.582, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  28.00 Time: 13:13:10 \n",
      "Ep.:  13180, Loss: 6.374, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 13:13:47 \n",
      "Ep.:  13190, Loss: 8.071, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 13:14:25 \n",
      "Ep.:  13200, Loss: 8.136, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  34.00 Time: 13:15:02 \n",
      "Ep.:  13210, Loss: 7.830, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  25.00 Time: 13:15:38 \n",
      "Ep.:  13220, Loss: 7.032, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 13:16:14 \n",
      "Ep.:  13230, Loss: 6.779, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  26.00 Time: 13:16:48 \n",
      "Ep.:  13240, Loss: 8.696, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  31.00 Time: 13:17:24 \n",
      "Ep.:  13250, Loss: 7.959, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  23.00 Time: 13:18:02 \n",
      "Ep.:  13260, Loss: 7.461, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  26.00 Time: 13:18:39 \n",
      "Ep.:  13270, Loss: 7.076, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  31.00 Time: 13:19:15 \n",
      "Ep.:  13280, Loss: 6.940, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 13:19:52 \n",
      "Ep.:  13290, Loss: 8.175, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 13:20:32 \n",
      "Ep.:  13300, Loss: 7.739, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 13:21:10 \n",
      "Ep.:  13310, Loss: 9.488, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  22.00 Time: 13:21:45 \n",
      "Ep.:  13320, Loss: 7.459, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  34.00 Time: 13:22:22 \n",
      "Ep.:  13330, Loss: 8.442, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 13:22:57 \n",
      "Ep.:  13340, Loss: 5.501, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  32.00 Time: 13:23:36 \n",
      "Ep.:  13350, Loss: 6.676, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 13:24:11 \n",
      "Ep.:  13360, Loss: 7.799, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 13:24:49 \n",
      "Ep.:  13370, Loss: 6.716, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 13:25:28 \n",
      "Ep.:  13380, Loss: 7.818, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  31.00 Time: 13:26:07 \n",
      "Ep.:  13390, Loss: 6.775, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 13:26:44 \n",
      "Ep.:  13400, Loss: 8.377, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  35.00 Time: 13:27:19 \n",
      "Ep.:  13410, Loss: 7.206, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 13:27:54 \n",
      "Ep.:  13420, Loss: 6.975, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 13:28:29 \n",
      "Ep.:  13430, Loss: 8.036, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 13:29:05 \n",
      "Ep.:  13440, Loss: 7.607, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  29.00 Time: 13:29:40 \n",
      "Ep.:  13450, Loss: 6.604, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 13:30:18 \n",
      "Ep.:  13460, Loss: 7.565, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 13:30:54 \n",
      "Ep.:  13470, Loss: 8.628, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 13:31:31 \n",
      "Ep.:  13480, Loss: 7.192, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 13:32:10 \n",
      "Ep.:  13490, Loss: 6.755, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 13:32:47 \n",
      "Ep.:  13500, Loss: 7.424, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 13:33:23 \n",
      "Ep.:  13510, Loss: 7.121, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  23.00 Time: 13:33:57 \n",
      "Ep.:  13520, Loss: 6.194, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  34.00 Time: 13:34:32 \n",
      "Ep.:  13530, Loss: 10.200, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  36.00 Time: 13:35:08 \n",
      "Ep.:  13540, Loss: 6.541, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 13:35:44 \n",
      "Ep.:  13550, Loss: 6.635, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 13:36:20 \n",
      "Ep.:  13560, Loss: 8.920, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  28.00 Time: 13:36:58 \n",
      "Ep.:  13570, Loss: 7.641, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 13:37:36 \n",
      "Ep.:  13580, Loss: 9.058, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 13:38:15 \n",
      "Ep.:  13590, Loss: 7.478, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  24.00 Time: 13:38:51 \n",
      "Ep.:  13600, Loss: 6.996, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  40.00 Time: 13:39:27 \n",
      "Ep.:  13610, Loss: 7.744, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  28.00 Time: 13:40:07 \n",
      "Ep.:  13620, Loss: 6.421, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  34.00 Time: 13:40:46 \n",
      "Ep.:  13630, Loss: 7.947, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 13:41:22 \n",
      "Ep.:  13640, Loss: 8.032, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 13:41:59 \n",
      "Ep.:  13650, Loss: 8.282, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 13:42:35 \n",
      "Ep.:  13660, Loss: 8.724, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 13:43:08 \n",
      "Ep.:  13670, Loss: 7.883, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  22.00 Time: 13:43:43 \n",
      "Ep.:  13680, Loss: 7.803, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  32.00 Time: 13:44:20 \n",
      "Ep.:  13690, Loss: 7.162, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 13:44:56 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  13700, Loss: 9.639, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 13:45:33 \n",
      "Ep.:  13710, Loss: 8.544, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  27.00 Time: 13:46:07 \n",
      "Ep.:  13720, Loss: 8.036, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  32.00 Time: 13:46:45 \n",
      "Ep.:  13730, Loss: 7.294, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 13:47:20 \n",
      "Ep.:  13740, Loss: 7.935, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 13:47:55 \n",
      "Ep.:  13750, Loss: 6.657, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  28.00 Time: 13:48:36 \n",
      "Ep.:  13760, Loss: 8.196, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 13:49:12 \n",
      "Ep.:  13770, Loss: 9.677, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  21.00 Time: 13:49:48 \n",
      "Ep.:  13780, Loss: 7.091, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 13:50:23 \n",
      "Ep.:  13790, Loss: 9.191, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 13:50:58 \n",
      "Ep.:  13800, Loss: 8.013, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 13:51:36 \n",
      "Ep.:  13810, Loss: 8.224, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  37.00 Time: 13:52:14 \n",
      "Ep.:  13820, Loss: 7.491, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 13:52:50 \n",
      "Ep.:  13830, Loss: 7.278, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 13:53:27 \n",
      "Ep.:  13840, Loss: 6.790, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  31.00 Time: 13:54:06 \n",
      "Ep.:  13850, Loss: 7.091, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 13:54:43 \n",
      "Ep.:  13860, Loss: 6.201, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  23.00 Time: 13:55:21 \n",
      "Ep.:  13870, Loss: 6.778, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  33.00 Time: 13:56:00 \n",
      "Ep.:  13880, Loss: 7.932, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  28.00 Time: 13:56:35 \n",
      "Ep.:  13890, Loss: 7.591, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 13:57:12 \n",
      "Ep.:  13900, Loss: 8.164, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  22.00 Time: 13:57:48 \n",
      "Ep.:  13910, Loss: 9.169, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 13:58:23 \n",
      "Ep.:  13920, Loss: 7.699, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  33.00 Time: 13:59:00 \n",
      "Ep.:  13930, Loss: 7.017, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 13:59:37 \n",
      "Ep.:  13940, Loss: 9.254, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  39.00 Time: 14:00:13 \n",
      "Ep.:  13950, Loss: 7.409, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 14:00:49 \n",
      "Ep.:  13960, Loss: 7.528, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  19.00 Time: 14:01:24 \n",
      "Ep.:  13970, Loss: 7.336, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 14:02:01 \n",
      "Ep.:  13980, Loss: 8.855, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  31.00 Time: 14:02:36 \n",
      "Ep.:  13990, Loss: 7.563, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 14:03:11 \n",
      "Ep.:  14000, Loss: 8.945, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 14:03:49 \n",
      "Ep.:  14010, Loss: 6.887, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 14:04:27 \n",
      "Ep.:  14020, Loss: 9.390, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 14:05:02 \n",
      "Ep.:  14030, Loss: 7.230, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  32.00 Time: 14:05:39 \n",
      "Ep.:  14040, Loss: 6.862, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 14:06:16 \n",
      "Ep.:  14050, Loss: 7.690, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 14:06:51 \n",
      "Ep.:  14060, Loss: 8.097, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  26.00 Time: 14:07:29 \n",
      "Ep.:  14070, Loss: 7.776, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 14:08:04 \n",
      "Ep.:  14080, Loss: 8.017, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  29.00 Time: 14:08:40 \n",
      "Ep.:  14090, Loss: 8.113, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  27.00 Time: 14:09:14 \n",
      "Ep.:  14100, Loss: 7.641, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 14:09:50 \n",
      "Ep.:  14110, Loss: 6.832, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  26.00 Time: 14:10:27 \n",
      "Ep.:  14120, Loss: 7.103, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 14:11:00 \n",
      "Ep.:  14130, Loss: 7.658, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 14:11:36 \n",
      "Ep.:  14140, Loss: 9.201, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 14:12:13 \n",
      "Ep.:  14150, Loss: 7.363, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 14:12:51 \n",
      "Ep.:  14160, Loss: 7.165, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 14:13:28 \n",
      "Ep.:  14170, Loss: 7.196, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  39.00 Time: 14:14:04 \n",
      "Ep.:  14180, Loss: 7.951, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 14:14:39 \n",
      "Ep.:  14190, Loss: 7.948, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  31.00 Time: 14:15:12 \n",
      "Ep.:  14200, Loss: 8.852, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 14:15:44 \n",
      "Ep.:  14210, Loss: 8.256, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  32.00 Time: 14:16:21 \n",
      "Ep.:  14220, Loss: 7.375, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 14:17:00 \n",
      "Ep.:  14230, Loss: 6.688, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  23.00 Time: 14:17:35 \n",
      "Ep.:  14240, Loss: 8.316, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 14:18:10 \n",
      "Ep.:  14250, Loss: 7.277, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 14:18:46 \n",
      "Ep.:  14260, Loss: 7.993, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 14:19:21 \n",
      "Ep.:  14270, Loss: 7.082, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  30.00 Time: 14:19:59 \n",
      "Ep.:  14280, Loss: 7.043, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 14:20:36 \n",
      "Ep.:  14290, Loss: 8.059, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 14:21:12 \n",
      "Ep.:  14300, Loss: 6.964, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  34.00 Time: 14:21:48 \n",
      "Ep.:  14310, Loss: 7.423, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 14:22:26 \n",
      "Ep.:  14320, Loss: 6.870, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  40.00 Time: 14:23:02 \n",
      "Ep.:  14330, Loss: 7.818, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  29.00 Time: 14:23:40 \n",
      "Ep.:  14340, Loss: 8.026, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  35.00 Time: 14:24:17 \n",
      "Ep.:  14350, Loss: 6.500, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 14:24:53 \n",
      "Ep.:  14360, Loss: 7.884, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 14:25:30 \n",
      "Ep.:  14370, Loss: 7.196, Avg.Score: 359.00, Avg.LenOfSnake: 17.97, Max.LenOfSnake:  35.00 Time: 14:26:08 \n",
      "Ep.:  14380, Loss: 7.501, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  40.00 Time: 14:26:44 \n",
      "Ep.:  14390, Loss: 8.046, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  20.00 Time: 14:27:19 \n",
      "Ep.:  14400, Loss: 7.072, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 14:27:52 \n",
      "Ep.:  14410, Loss: 7.188, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  23.00 Time: 14:28:28 \n",
      "Ep.:  14420, Loss: 5.777, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 14:29:03 \n",
      "Ep.:  14430, Loss: 7.805, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  22.00 Time: 14:29:39 \n",
      "Ep.:  14440, Loss: 7.071, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 14:30:17 \n",
      "Ep.:  14450, Loss: 7.245, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 14:30:53 \n",
      "Ep.:  14460, Loss: 7.432, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  22.00 Time: 14:31:29 \n",
      "Ep.:  14470, Loss: 7.214, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 14:32:05 \n",
      "Ep.:  14480, Loss: 7.710, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 14:32:41 \n",
      "Ep.:  14490, Loss: 6.072, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 14:33:18 \n",
      "Ep.:  14500, Loss: 8.982, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  30.00 Time: 14:33:53 \n",
      "Ep.:  14510, Loss: 7.291, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 14:34:32 \n",
      "Ep.:  14520, Loss: 7.849, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 14:35:09 \n",
      "Ep.:  14530, Loss: 7.481, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 14:35:45 \n",
      "Ep.:  14540, Loss: 7.131, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 14:36:22 \n",
      "Ep.:  14550, Loss: 8.830, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 14:36:59 \n",
      "Ep.:  14560, Loss: 7.286, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  30.00 Time: 14:37:37 \n",
      "Ep.:  14570, Loss: 6.906, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 14:38:11 \n",
      "Ep.:  14580, Loss: 7.881, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  26.00 Time: 14:38:49 \n",
      "Ep.:  14590, Loss: 6.893, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 14:39:26 \n",
      "Ep.:  14600, Loss: 7.313, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  24.00 Time: 14:40:02 \n",
      "Ep.:  14610, Loss: 6.994, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 14:40:38 \n",
      "Ep.:  14620, Loss: 6.403, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 14:41:15 \n",
      "Ep.:  14630, Loss: 6.370, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  40.00 Time: 14:41:51 \n",
      "Ep.:  14640, Loss: 7.164, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  31.00 Time: 14:42:26 \n",
      "Ep.:  14650, Loss: 6.765, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 14:43:02 \n",
      "Ep.:  14660, Loss: 8.041, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 14:43:38 \n",
      "Ep.:  14670, Loss: 6.379, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  34.00 Time: 14:44:16 \n",
      "Ep.:  14680, Loss: 6.742, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 14:44:50 \n",
      "Ep.:  14690, Loss: 6.476, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 14:45:27 \n",
      "Ep.:  14700, Loss: 8.013, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  32.00 Time: 14:46:03 \n",
      "Ep.:  14710, Loss: 7.422, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 14:46:39 \n",
      "Ep.:  14720, Loss: 7.761, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 14:47:16 \n",
      "Ep.:  14730, Loss: 7.409, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 14:47:54 \n",
      "Ep.:  14740, Loss: 7.574, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 14:48:32 \n",
      "Ep.:  14750, Loss: 6.434, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  25.00 Time: 14:49:09 \n",
      "Ep.:  14760, Loss: 7.271, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  34.00 Time: 14:49:47 \n",
      "Ep.:  14770, Loss: 5.922, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 14:50:22 \n",
      "Ep.:  14780, Loss: 7.227, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  26.00 Time: 14:50:57 \n",
      "Ep.:  14790, Loss: 8.579, Avg.Score: 330.00, Avg.LenOfSnake: 17.00, Max.LenOfSnake:  34.00 Time: 14:51:35 \n",
      "Ep.:  14800, Loss: 6.700, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  31.00 Time: 14:52:19 \n",
      "Ep.:  14810, Loss: 8.086, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  33.00 Time: 14:53:06 \n",
      "Ep.:  14820, Loss: 7.347, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 14:53:42 \n",
      "Ep.:  14830, Loss: 8.386, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 14:54:20 \n",
      "Ep.:  14840, Loss: 6.570, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 14:54:56 \n",
      "Ep.:  14850, Loss: 5.671, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  41.00 Time: 14:55:31 \n",
      "Ep.:  14860, Loss: 8.585, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 14:56:16 \n",
      "Ep.:  14870, Loss: 7.359, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 14:56:58 \n",
      "Ep.:  14880, Loss: 5.817, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  33.00 Time: 14:57:42 \n",
      "Ep.:  14890, Loss: 6.337, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  27.00 Time: 14:58:21 \n",
      "Ep.:  14900, Loss: 7.197, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 14:59:21 \n",
      "Ep.:  14910, Loss: 6.594, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  28.00 Time: 15:00:01 \n",
      "Ep.:  14920, Loss: 8.858, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 15:00:39 \n",
      "Ep.:  14930, Loss: 8.455, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  26.00 Time: 15:01:21 \n",
      "Ep.:  14940, Loss: 7.227, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  24.00 Time: 15:02:01 \n",
      "Ep.:  14950, Loss: 8.536, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 15:02:39 \n",
      "Ep.:  14960, Loss: 7.206, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 15:03:21 \n",
      "Ep.:  14970, Loss: 6.996, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 15:04:01 \n",
      "Ep.:  14980, Loss: 7.008, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 15:04:39 \n",
      "Ep.:  14990, Loss: 6.665, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  30.00 Time: 15:05:15 \n",
      "Ep.:  15000, Loss: 7.141, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 15:05:51 \n",
      "Ep.:  15010, Loss: 7.840, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 15:06:26 \n",
      "Ep.:  15020, Loss: 7.360, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  41.00 Time: 15:07:02 \n",
      "Ep.:  15030, Loss: 6.918, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  29.00 Time: 15:07:41 \n",
      "Ep.:  15040, Loss: 7.230, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  21.00 Time: 15:08:16 \n",
      "Ep.:  15050, Loss: 7.969, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 15:08:54 \n",
      "Ep.:  15060, Loss: 6.455, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 15:09:29 \n",
      "Ep.:  15070, Loss: 7.946, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  28.00 Time: 15:10:05 \n",
      "Ep.:  15080, Loss: 6.643, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  31.00 Time: 15:10:42 \n",
      "Ep.:  15090, Loss: 7.129, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 15:11:18 \n",
      "Ep.:  15100, Loss: 6.820, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 15:11:56 \n",
      "Ep.:  15110, Loss: 7.801, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 15:12:34 \n",
      "Ep.:  15120, Loss: 6.921, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 15:13:13 \n",
      "Ep.:  15130, Loss: 7.984, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 15:13:48 \n",
      "Ep.:  15140, Loss: 7.755, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 15:14:25 \n",
      "Ep.:  15150, Loss: 7.584, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 15:15:00 \n",
      "Ep.:  15160, Loss: 6.671, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  21.00 Time: 15:15:37 \n",
      "Ep.:  15170, Loss: 8.466, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 15:16:13 \n",
      "Ep.:  15180, Loss: 6.696, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  28.00 Time: 15:16:49 \n",
      "Ep.:  15190, Loss: 8.781, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  30.00 Time: 15:17:27 \n",
      "Ep.:  15200, Loss: 7.967, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 15:18:03 \n",
      "Ep.:  15210, Loss: 6.446, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  26.00 Time: 15:18:40 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  15220, Loss: 7.986, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 15:19:17 \n",
      "Ep.:  15230, Loss: 6.872, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  30.00 Time: 15:19:54 \n",
      "Ep.:  15240, Loss: 6.466, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 15:20:29 \n",
      "Ep.:  15250, Loss: 6.882, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  27.00 Time: 15:21:07 \n",
      "Ep.:  15260, Loss: 6.243, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  35.00 Time: 15:21:45 \n",
      "Ep.:  15270, Loss: 7.057, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 15:22:21 \n",
      "Ep.:  15280, Loss: 6.841, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 15:22:56 \n",
      "Ep.:  15290, Loss: 7.183, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 15:23:30 \n",
      "Ep.:  15300, Loss: 5.577, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 15:24:07 \n",
      "Ep.:  15310, Loss: 7.653, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 15:24:42 \n",
      "Ep.:  15320, Loss: 7.113, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  38.00 Time: 15:25:18 \n",
      "Ep.:  15330, Loss: 7.743, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 15:25:56 \n",
      "Ep.:  15340, Loss: 6.488, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 15:26:32 \n",
      "Ep.:  15350, Loss: 7.949, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 15:27:09 \n",
      "Ep.:  15360, Loss: 7.743, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 15:27:44 \n",
      "Ep.:  15370, Loss: 6.645, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  23.00 Time: 15:28:21 \n",
      "Ep.:  15380, Loss: 6.320, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  27.00 Time: 15:28:57 \n",
      "Ep.:  15390, Loss: 7.108, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  27.00 Time: 15:29:36 \n",
      "Ep.:  15400, Loss: 7.667, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  33.00 Time: 15:30:14 \n",
      "Ep.:  15410, Loss: 5.795, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 15:30:51 \n",
      "Ep.:  15420, Loss: 6.899, Avg.Score: 329.00, Avg.LenOfSnake: 16.97, Max.LenOfSnake:  30.00 Time: 15:31:24 \n",
      "Ep.:  15430, Loss: 6.727, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  26.00 Time: 15:32:01 \n",
      "Ep.:  15440, Loss: 7.816, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 15:32:38 \n",
      "Ep.:  15450, Loss: 7.245, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  32.00 Time: 15:33:14 \n",
      "Ep.:  15460, Loss: 7.254, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 15:33:50 \n",
      "Ep.:  15470, Loss: 6.248, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 15:34:29 \n",
      "Ep.:  15480, Loss: 7.121, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  29.00 Time: 15:35:05 \n",
      "Ep.:  15490, Loss: 7.196, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  30.00 Time: 15:35:43 \n",
      "Ep.:  15500, Loss: 7.268, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  20.00 Time: 15:36:19 \n",
      "Ep.:  15510, Loss: 7.709, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 15:36:57 \n",
      "Ep.:  15520, Loss: 7.136, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  36.00 Time: 15:37:33 \n",
      "Ep.:  15530, Loss: 7.328, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 15:38:09 \n",
      "Ep.:  15540, Loss: 6.919, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  31.00 Time: 15:38:48 \n",
      "Ep.:  15550, Loss: 6.824, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  33.00 Time: 15:39:23 \n",
      "Ep.:  15560, Loss: 7.043, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 15:40:02 \n",
      "Ep.:  15570, Loss: 6.308, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 15:40:37 \n",
      "Ep.:  15580, Loss: 6.737, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 15:41:15 \n",
      "Ep.:  15590, Loss: 7.574, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  27.00 Time: 15:41:52 \n",
      "Ep.:  15600, Loss: 8.305, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 15:42:30 \n",
      "Ep.:  15610, Loss: 6.680, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 15:43:08 \n",
      "Ep.:  15620, Loss: 6.871, Avg.Score: 346.00, Avg.LenOfSnake: 17.53, Max.LenOfSnake:  31.00 Time: 15:43:44 \n",
      "Ep.:  15630, Loss: 6.221, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  31.00 Time: 15:44:23 \n",
      "Ep.:  15640, Loss: 6.838, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  21.00 Time: 15:45:01 \n",
      "Ep.:  15650, Loss: 7.958, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 15:45:38 \n",
      "Ep.:  15660, Loss: 6.581, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  22.00 Time: 15:46:13 \n",
      "Ep.:  15670, Loss: 6.123, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 15:46:51 \n",
      "Ep.:  15680, Loss: 8.836, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 15:47:24 \n",
      "Ep.:  15690, Loss: 7.478, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  22.00 Time: 15:47:59 \n",
      "Ep.:  15700, Loss: 6.744, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 15:48:35 \n",
      "Ep.:  15710, Loss: 6.742, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  21.00 Time: 15:49:08 \n",
      "Ep.:  15720, Loss: 10.317, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  23.00 Time: 15:49:44 \n",
      "Ep.:  15730, Loss: 7.988, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 15:50:19 \n",
      "Ep.:  15740, Loss: 6.612, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 15:50:56 \n",
      "Ep.:  15750, Loss: 7.880, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 15:51:33 \n",
      "Ep.:  15760, Loss: 7.130, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 15:52:08 \n",
      "Ep.:  15770, Loss: 6.615, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 15:52:42 \n",
      "Ep.:  15780, Loss: 5.949, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  35.00 Time: 15:53:20 \n",
      "Ep.:  15790, Loss: 6.844, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 15:53:58 \n",
      "Ep.:  15800, Loss: 6.834, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 15:54:34 \n",
      "Ep.:  15810, Loss: 7.940, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 15:55:12 \n",
      "Ep.:  15820, Loss: 7.446, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  21.00 Time: 15:55:50 \n",
      "Ep.:  15830, Loss: 6.972, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 15:56:24 \n",
      "Ep.:  15840, Loss: 7.434, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 15:57:01 \n",
      "Ep.:  15850, Loss: 5.729, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  21.00 Time: 15:57:39 \n",
      "Ep.:  15860, Loss: 7.984, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  21.00 Time: 15:58:14 \n",
      "Ep.:  15870, Loss: 6.096, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 15:58:51 \n",
      "Ep.:  15880, Loss: 8.686, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  20.00 Time: 15:59:24 \n",
      "Ep.:  15890, Loss: 6.634, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  24.00 Time: 16:00:01 \n",
      "Ep.:  15900, Loss: 6.251, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 16:00:39 \n",
      "Ep.:  15910, Loss: 7.591, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 16:01:17 \n",
      "Ep.:  15920, Loss: 6.462, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 16:01:53 \n",
      "Ep.:  15930, Loss: 7.511, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 16:02:29 \n",
      "Ep.:  15940, Loss: 7.473, Avg.Score: 329.00, Avg.LenOfSnake: 16.97, Max.LenOfSnake:  30.00 Time: 16:03:04 \n",
      "Ep.:  15950, Loss: 7.708, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  34.00 Time: 16:03:42 \n",
      "Ep.:  15960, Loss: 6.857, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  31.00 Time: 16:04:17 \n",
      "Ep.:  15970, Loss: 8.423, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 16:04:57 \n",
      "Ep.:  15980, Loss: 8.210, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  22.00 Time: 16:05:34 \n",
      "Ep.:  15990, Loss: 7.359, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 16:06:09 \n",
      "Ep.:  16000, Loss: 7.512, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  27.00 Time: 16:06:48 \n",
      "Ep.:  16010, Loss: 7.367, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  30.00 Time: 16:07:25 \n",
      "Ep.:  16020, Loss: 6.976, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  33.00 Time: 16:08:02 \n",
      "Ep.:  16030, Loss: 7.700, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  24.00 Time: 16:08:38 \n",
      "Ep.:  16040, Loss: 7.342, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 16:09:16 \n",
      "Ep.:  16050, Loss: 7.220, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 16:09:54 \n",
      "Ep.:  16060, Loss: 5.842, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  31.00 Time: 16:10:30 \n",
      "Ep.:  16070, Loss: 6.011, Avg.Score: 322.00, Avg.LenOfSnake: 16.73, Max.LenOfSnake:  36.00 Time: 16:11:08 \n",
      "Ep.:  16080, Loss: 6.071, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 16:11:45 \n",
      "Ep.:  16090, Loss: 8.242, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 16:12:21 \n",
      "Ep.:  16100, Loss: 7.567, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 16:12:57 \n",
      "Ep.:  16110, Loss: 7.596, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 16:13:33 \n",
      "Ep.:  16120, Loss: 5.075, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 16:14:12 \n",
      "Ep.:  16130, Loss: 8.071, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 16:14:50 \n",
      "Ep.:  16140, Loss: 6.358, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  26.00 Time: 16:15:25 \n",
      "Ep.:  16150, Loss: 6.757, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 16:15:59 \n",
      "Ep.:  16160, Loss: 8.550, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  29.00 Time: 16:16:39 \n",
      "Ep.:  16170, Loss: 5.986, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  26.00 Time: 16:17:15 \n",
      "Ep.:  16180, Loss: 7.022, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 16:17:51 \n",
      "Ep.:  16190, Loss: 6.865, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  33.00 Time: 16:18:28 \n",
      "Ep.:  16200, Loss: 6.754, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 16:19:06 \n",
      "Ep.:  16210, Loss: 6.103, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 16:19:42 \n",
      "Ep.:  16220, Loss: 6.509, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 16:20:20 \n",
      "Ep.:  16230, Loss: 7.062, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 16:20:56 \n",
      "Ep.:  16240, Loss: 7.625, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 16:21:30 \n",
      "Ep.:  16250, Loss: 6.798, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  25.00 Time: 16:22:06 \n",
      "Ep.:  16260, Loss: 6.288, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 16:22:42 \n",
      "Ep.:  16270, Loss: 6.265, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  22.00 Time: 16:23:18 \n",
      "Ep.:  16280, Loss: 6.171, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 16:23:56 \n",
      "Ep.:  16290, Loss: 6.672, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  24.00 Time: 16:24:32 \n",
      "Ep.:  16300, Loss: 7.457, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  26.00 Time: 16:25:09 \n",
      "Ep.:  16310, Loss: 7.966, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 16:25:47 \n",
      "Ep.:  16320, Loss: 6.903, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 16:26:23 \n",
      "Ep.:  16330, Loss: 6.806, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  32.00 Time: 16:27:00 \n",
      "Ep.:  16340, Loss: 7.001, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 16:27:34 \n",
      "Ep.:  16350, Loss: 6.750, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 16:28:10 \n",
      "Ep.:  16360, Loss: 7.911, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 16:28:46 \n",
      "Ep.:  16370, Loss: 8.453, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 16:29:24 \n",
      "Ep.:  16380, Loss: 7.503, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  31.00 Time: 16:30:01 \n",
      "Ep.:  16390, Loss: 7.982, Avg.Score: 145.00, Avg.LenOfSnake: 10.83, Max.LenOfSnake:  25.00 Time: 16:30:39 \n",
      "Ep.:  16400, Loss: 6.673, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  31.00 Time: 16:31:11 \n",
      "Ep.:  16410, Loss: 6.984, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 16:31:46 \n",
      "Ep.:  16420, Loss: 5.003, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  28.00 Time: 16:32:23 \n",
      "Ep.:  16430, Loss: 5.533, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 16:32:58 \n",
      "Ep.:  16440, Loss: 6.143, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  31.00 Time: 16:33:38 \n",
      "Ep.:  16450, Loss: 7.498, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 16:34:15 \n",
      "Ep.:  16460, Loss: 7.464, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 16:34:50 \n",
      "Ep.:  16470, Loss: 7.594, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 16:35:28 \n",
      "Ep.:  16480, Loss: 6.784, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 16:36:04 \n",
      "Ep.:  16490, Loss: 7.069, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  25.00 Time: 16:36:39 \n",
      "Ep.:  16500, Loss: 7.589, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 16:37:16 \n",
      "Ep.:  16510, Loss: 7.216, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 16:37:51 \n",
      "Ep.:  16520, Loss: 6.593, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 16:38:27 \n",
      "Ep.:  16530, Loss: 5.728, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  34.00 Time: 16:39:02 \n",
      "Ep.:  16540, Loss: 7.418, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  27.00 Time: 16:39:37 \n",
      "Ep.:  16550, Loss: 6.610, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  34.00 Time: 16:40:16 \n",
      "Ep.:  16560, Loss: 6.484, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 16:40:54 \n",
      "Ep.:  16570, Loss: 6.737, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 16:41:32 \n",
      "Ep.:  16580, Loss: 6.504, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  32.00 Time: 16:42:07 \n",
      "Ep.:  16590, Loss: 6.663, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 16:42:45 \n",
      "Ep.:  16600, Loss: 7.491, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 16:43:22 \n",
      "Ep.:  16610, Loss: 6.925, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 16:43:58 \n",
      "Ep.:  16620, Loss: 8.105, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  22.00 Time: 16:44:33 \n",
      "Ep.:  16630, Loss: 7.486, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 16:45:10 \n",
      "Ep.:  16640, Loss: 6.898, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  32.00 Time: 16:45:45 \n",
      "Ep.:  16650, Loss: 6.439, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  29.00 Time: 16:46:20 \n",
      "Ep.:  16660, Loss: 7.437, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  29.00 Time: 16:46:56 \n",
      "Ep.:  16670, Loss: 6.401, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 16:47:32 \n",
      "Ep.:  16680, Loss: 7.130, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 16:48:11 \n",
      "Ep.:  16690, Loss: 6.469, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 16:48:47 \n",
      "Ep.:  16700, Loss: 6.516, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  26.00 Time: 16:49:24 \n",
      "Ep.:  16710, Loss: 6.498, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  38.00 Time: 16:49:59 \n",
      "Ep.:  16720, Loss: 6.024, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 16:50:37 \n",
      "Ep.:  16730, Loss: 6.863, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  31.00 Time: 16:51:15 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  16740, Loss: 5.786, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  31.00 Time: 16:51:51 \n",
      "Ep.:  16750, Loss: 8.535, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 16:52:26 \n",
      "Ep.:  16760, Loss: 6.960, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  21.00 Time: 16:53:01 \n",
      "Ep.:  16770, Loss: 6.717, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 16:53:53 \n",
      "Ep.:  16780, Loss: 7.289, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  22.00 Time: 16:54:28 \n",
      "Ep.:  16790, Loss: 6.704, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  32.00 Time: 16:55:06 \n",
      "Ep.:  16800, Loss: 7.206, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 16:55:42 \n",
      "Ep.:  16810, Loss: 7.167, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  33.00 Time: 16:56:19 \n",
      "Ep.:  16820, Loss: 5.514, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 16:56:56 \n",
      "Ep.:  16830, Loss: 8.248, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 16:57:35 \n",
      "Ep.:  16840, Loss: 7.057, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 16:58:11 \n",
      "Ep.:  16850, Loss: 6.433, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 16:58:47 \n",
      "Ep.:  16860, Loss: 6.919, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  26.00 Time: 16:59:24 \n",
      "Ep.:  16870, Loss: 7.152, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 17:00:01 \n",
      "Ep.:  16880, Loss: 6.382, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  25.00 Time: 17:00:35 \n",
      "Ep.:  16890, Loss: 6.881, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  36.00 Time: 17:01:14 \n",
      "Ep.:  16900, Loss: 6.954, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  37.00 Time: 17:01:55 \n",
      "Ep.:  16910, Loss: 7.487, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  33.00 Time: 17:02:32 \n",
      "Ep.:  16920, Loss: 6.100, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 17:03:09 \n",
      "Ep.:  16930, Loss: 7.245, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  23.00 Time: 17:03:44 \n",
      "Ep.:  16940, Loss: 6.161, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  35.00 Time: 17:04:21 \n",
      "Ep.:  16950, Loss: 6.731, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 17:04:58 \n",
      "Ep.:  16960, Loss: 8.001, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 17:05:35 \n",
      "Ep.:  16970, Loss: 7.068, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  32.00 Time: 17:06:15 \n",
      "Ep.:  16980, Loss: 6.814, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 17:06:52 \n",
      "Ep.:  16990, Loss: 7.195, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  37.00 Time: 17:07:30 \n",
      "Ep.:  17000, Loss: 6.376, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  31.00 Time: 17:08:08 \n",
      "Ep.:  17010, Loss: 6.272, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 17:08:42 \n",
      "Ep.:  17020, Loss: 7.703, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 17:09:22 \n",
      "Ep.:  17030, Loss: 6.589, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 17:10:00 \n",
      "Ep.:  17040, Loss: 6.576, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 17:10:36 \n",
      "Ep.:  17050, Loss: 6.802, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 17:11:13 \n",
      "Ep.:  17060, Loss: 6.881, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  22.00 Time: 17:11:51 \n",
      "Ep.:  17070, Loss: 7.342, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  20.00 Time: 17:12:27 \n",
      "Ep.:  17080, Loss: 6.408, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  32.00 Time: 17:13:13 \n",
      "Ep.:  17090, Loss: 7.067, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 17:13:57 \n",
      "Ep.:  17100, Loss: 6.477, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 17:14:36 \n",
      "Ep.:  17110, Loss: 5.731, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 17:15:15 \n",
      "Ep.:  17120, Loss: 7.550, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 17:15:52 \n",
      "Ep.:  17130, Loss: 7.159, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 17:16:28 \n",
      "Ep.:  17140, Loss: 5.796, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 17:17:17 \n",
      "Ep.:  17150, Loss: 6.696, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 17:18:02 \n",
      "Ep.:  17160, Loss: 6.836, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  32.00 Time: 17:18:38 \n",
      "Ep.:  17170, Loss: 7.509, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  29.00 Time: 17:19:12 \n",
      "Ep.:  17180, Loss: 9.644, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 17:19:51 \n",
      "Ep.:  17190, Loss: 6.715, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 17:20:30 \n",
      "Ep.:  17200, Loss: 6.227, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 17:21:06 \n",
      "Ep.:  17210, Loss: 6.777, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 17:21:43 \n",
      "Ep.:  17220, Loss: 6.032, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  28.00 Time: 17:22:21 \n",
      "Ep.:  17230, Loss: 6.535, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  32.00 Time: 17:22:58 \n",
      "Ep.:  17240, Loss: 6.859, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  35.00 Time: 17:23:35 \n",
      "Ep.:  17250, Loss: 6.358, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 17:24:09 \n",
      "Ep.:  17260, Loss: 7.729, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 17:24:46 \n",
      "Ep.:  17270, Loss: 5.657, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 17:25:23 \n",
      "Ep.:  17280, Loss: 6.197, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  31.00 Time: 17:26:00 \n",
      "Ep.:  17290, Loss: 7.089, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 17:26:40 \n",
      "Ep.:  17300, Loss: 6.801, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  31.00 Time: 17:27:20 \n",
      "Ep.:  17310, Loss: 7.008, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  31.00 Time: 17:27:57 \n",
      "Ep.:  17320, Loss: 6.788, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  24.00 Time: 17:28:36 \n",
      "Ep.:  17330, Loss: 6.562, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 17:29:14 \n",
      "Ep.:  17340, Loss: 7.029, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  25.00 Time: 17:29:50 \n",
      "Ep.:  17350, Loss: 7.428, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  29.00 Time: 17:30:28 \n",
      "Ep.:  17360, Loss: 6.522, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  26.00 Time: 17:31:05 \n",
      "Ep.:  17370, Loss: 7.758, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 17:31:41 \n",
      "Ep.:  17380, Loss: 7.391, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 17:32:15 \n",
      "Ep.:  17390, Loss: 6.932, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  24.00 Time: 17:32:52 \n",
      "Ep.:  17400, Loss: 6.477, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  32.00 Time: 17:33:29 \n",
      "Ep.:  17410, Loss: 6.617, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  29.00 Time: 17:34:07 \n",
      "Ep.:  17420, Loss: 6.316, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  22.00 Time: 17:34:43 \n",
      "Ep.:  17430, Loss: 7.396, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  33.00 Time: 17:35:18 \n",
      "Ep.:  17440, Loss: 7.140, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 17:35:58 \n",
      "Ep.:  17450, Loss: 6.974, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 17:36:33 \n",
      "Ep.:  17460, Loss: 6.456, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  36.00 Time: 17:37:08 \n",
      "Ep.:  17470, Loss: 6.335, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 17:37:46 \n",
      "Ep.:  17480, Loss: 7.337, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  35.00 Time: 17:38:24 \n",
      "Ep.:  17490, Loss: 7.068, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  20.00 Time: 17:38:59 \n",
      "Ep.:  17500, Loss: 7.109, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  23.00 Time: 17:39:35 \n",
      "Ep.:  17510, Loss: 7.860, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  31.00 Time: 17:40:12 \n",
      "Ep.:  17520, Loss: 7.339, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  29.00 Time: 17:40:47 \n",
      "Ep.:  17530, Loss: 6.991, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 17:41:23 \n",
      "Ep.:  17540, Loss: 5.781, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 17:41:58 \n",
      "Ep.:  17550, Loss: 7.731, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 17:42:38 \n",
      "Ep.:  17560, Loss: 6.272, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  36.00 Time: 17:43:16 \n",
      "Ep.:  17570, Loss: 6.956, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  32.00 Time: 17:43:54 \n",
      "Ep.:  17580, Loss: 6.784, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  25.00 Time: 17:44:32 \n",
      "Ep.:  17590, Loss: 6.471, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  33.00 Time: 17:45:11 \n",
      "Ep.:  17600, Loss: 7.053, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 17:45:52 \n",
      "Ep.:  17610, Loss: 8.316, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 17:46:32 \n",
      "Ep.:  17620, Loss: 5.970, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 17:47:07 \n",
      "Ep.:  17630, Loss: 6.962, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 17:47:45 \n",
      "Ep.:  17640, Loss: 6.304, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  24.00 Time: 17:48:20 \n",
      "Ep.:  17650, Loss: 5.945, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  29.00 Time: 17:48:56 \n",
      "Ep.:  17660, Loss: 7.131, Avg.Score: 334.00, Avg.LenOfSnake: 17.13, Max.LenOfSnake:  31.00 Time: 17:49:33 \n",
      "Ep.:  17670, Loss: 6.066, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 17:50:12 \n",
      "Ep.:  17680, Loss: 6.232, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 17:50:48 \n",
      "Ep.:  17690, Loss: 6.937, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  31.00 Time: 17:51:28 \n",
      "Ep.:  17700, Loss: 6.814, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  22.00 Time: 17:52:02 \n",
      "Ep.:  17710, Loss: 6.435, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 17:52:41 \n",
      "Ep.:  17720, Loss: 6.697, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  26.00 Time: 17:53:23 \n",
      "Ep.:  17730, Loss: 6.437, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 17:53:59 \n",
      "Ep.:  17740, Loss: 5.914, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  32.00 Time: 17:54:34 \n",
      "Ep.:  17750, Loss: 9.629, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 17:55:11 \n",
      "Ep.:  17760, Loss: 7.429, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 17:55:46 \n",
      "Ep.:  17770, Loss: 6.461, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  21.00 Time: 17:56:24 \n",
      "Ep.:  17780, Loss: 5.672, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 17:57:03 \n",
      "Ep.:  17790, Loss: 7.710, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 17:57:40 \n",
      "Ep.:  17800, Loss: 6.149, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 17:58:16 \n",
      "Ep.:  17810, Loss: 7.394, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 17:58:54 \n",
      "Ep.:  17820, Loss: 7.549, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 17:59:29 \n",
      "Ep.:  17830, Loss: 5.967, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 18:00:06 \n",
      "Ep.:  17840, Loss: 6.525, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 18:00:43 \n",
      "Ep.:  17850, Loss: 6.879, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  37.00 Time: 18:01:22 \n",
      "Ep.:  17860, Loss: 6.400, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  29.00 Time: 18:01:59 \n",
      "Ep.:  17870, Loss: 8.071, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  33.00 Time: 18:02:35 \n",
      "Ep.:  17880, Loss: 6.440, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 18:03:12 \n",
      "Ep.:  17890, Loss: 8.574, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 18:03:49 \n",
      "Ep.:  17900, Loss: 7.304, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 18:04:26 \n",
      "Ep.:  17910, Loss: 7.146, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  38.00 Time: 18:05:05 \n",
      "Ep.:  17920, Loss: 7.186, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 18:05:41 \n",
      "Ep.:  17930, Loss: 6.203, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 18:06:20 \n",
      "Ep.:  17940, Loss: 7.581, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 18:06:56 \n",
      "Ep.:  17950, Loss: 8.928, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  26.00 Time: 18:07:32 \n",
      "Ep.:  17960, Loss: 7.820, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 18:08:08 \n",
      "Ep.:  17970, Loss: 8.226, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  23.00 Time: 18:08:49 \n",
      "Ep.:  17980, Loss: 6.865, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  30.00 Time: 18:09:26 \n",
      "Ep.:  17990, Loss: 6.155, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 18:10:04 \n",
      "Ep.:  18000, Loss: 5.957, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 18:10:42 \n",
      "Ep.:  18010, Loss: 6.397, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 18:11:35 \n",
      "Ep.:  18020, Loss: 6.940, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  29.00 Time: 18:12:19 \n",
      "Ep.:  18030, Loss: 7.139, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  29.00 Time: 18:12:57 \n",
      "Ep.:  18040, Loss: 5.818, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 18:13:38 \n",
      "Ep.:  18050, Loss: 6.664, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 18:14:20 \n",
      "Ep.:  18060, Loss: 6.366, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 18:14:59 \n",
      "Ep.:  18070, Loss: 7.311, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  24.00 Time: 18:15:35 \n",
      "Ep.:  18080, Loss: 6.556, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  22.00 Time: 18:16:14 \n",
      "Ep.:  18090, Loss: 7.507, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 18:16:52 \n",
      "Ep.:  18100, Loss: 6.577, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 18:17:26 \n",
      "Ep.:  18110, Loss: 8.011, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  27.00 Time: 18:18:05 \n",
      "Ep.:  18120, Loss: 7.898, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 18:18:40 \n",
      "Ep.:  18130, Loss: 6.859, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 18:19:17 \n",
      "Ep.:  18140, Loss: 7.433, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 18:19:53 \n",
      "Ep.:  18150, Loss: 6.739, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 18:20:31 \n",
      "Ep.:  18160, Loss: 5.801, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 18:21:08 \n",
      "Ep.:  18170, Loss: 6.001, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 18:21:44 \n",
      "Ep.:  18180, Loss: 7.780, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 18:22:22 \n",
      "Ep.:  18190, Loss: 5.994, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 18:22:56 \n",
      "Ep.:  18200, Loss: 6.354, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 18:23:35 \n",
      "Ep.:  18210, Loss: 7.478, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  31.00 Time: 18:24:14 \n",
      "Ep.:  18220, Loss: 5.719, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  32.00 Time: 18:24:51 \n",
      "Ep.:  18230, Loss: 7.993, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  32.00 Time: 18:25:29 \n",
      "Ep.:  18240, Loss: 6.889, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  35.00 Time: 18:26:05 \n",
      "Ep.:  18250, Loss: 8.003, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 18:26:42 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  18260, Loss: 7.045, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  33.00 Time: 18:27:17 \n",
      "Ep.:  18270, Loss: 8.646, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  27.00 Time: 18:27:54 \n",
      "Ep.:  18280, Loss: 6.670, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 18:28:31 \n",
      "Ep.:  18290, Loss: 6.720, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 18:29:08 \n",
      "Ep.:  18300, Loss: 7.450, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 18:29:45 \n",
      "Ep.:  18310, Loss: 7.000, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  31.00 Time: 18:30:23 \n",
      "Ep.:  18320, Loss: 8.012, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 18:31:01 \n",
      "Ep.:  18330, Loss: 7.283, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 18:31:37 \n",
      "Ep.:  18340, Loss: 7.330, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  34.00 Time: 18:32:12 \n",
      "Ep.:  18350, Loss: 6.238, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 18:32:48 \n",
      "Ep.:  18360, Loss: 7.269, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 18:33:24 \n",
      "Ep.:  18370, Loss: 7.213, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  32.00 Time: 18:34:02 \n",
      "Ep.:  18380, Loss: 6.047, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  31.00 Time: 18:34:38 \n",
      "Ep.:  18390, Loss: 6.903, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 18:35:15 \n",
      "Ep.:  18400, Loss: 7.585, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 18:35:54 \n",
      "Ep.:  18410, Loss: 7.212, Avg.Score: 324.00, Avg.LenOfSnake: 16.80, Max.LenOfSnake:  38.00 Time: 18:36:35 \n",
      "Ep.:  18420, Loss: 6.128, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 18:37:12 \n",
      "Ep.:  18430, Loss: 6.518, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 18:37:47 \n",
      "Ep.:  18440, Loss: 7.149, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  29.00 Time: 18:38:25 \n",
      "Ep.:  18450, Loss: 6.391, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 18:39:02 \n",
      "Ep.:  18460, Loss: 7.934, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 18:39:40 \n",
      "Ep.:  18470, Loss: 7.238, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  35.00 Time: 18:40:15 \n",
      "Ep.:  18480, Loss: 7.900, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  21.00 Time: 18:40:51 \n",
      "Ep.:  18490, Loss: 6.498, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  24.00 Time: 18:41:27 \n",
      "Ep.:  18500, Loss: 7.455, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 18:42:05 \n",
      "Ep.:  18510, Loss: 6.928, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 18:42:43 \n",
      "Ep.:  18520, Loss: 7.340, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  36.00 Time: 18:43:20 \n",
      "Ep.:  18530, Loss: 7.112, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 18:43:57 \n",
      "Ep.:  18540, Loss: 5.719, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  33.00 Time: 18:44:32 \n",
      "Ep.:  18550, Loss: 5.987, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 18:45:09 \n",
      "Ep.:  18560, Loss: 6.626, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 18:45:45 \n",
      "Ep.:  18570, Loss: 6.228, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 18:46:23 \n",
      "Ep.:  18580, Loss: 5.806, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  26.00 Time: 18:47:00 \n",
      "Ep.:  18590, Loss: 6.866, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  33.00 Time: 18:47:37 \n",
      "Ep.:  18600, Loss: 6.168, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 18:48:14 \n",
      "Ep.:  18610, Loss: 6.759, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  32.00 Time: 18:48:51 \n",
      "Ep.:  18620, Loss: 6.655, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  29.00 Time: 18:49:29 \n",
      "Ep.:  18630, Loss: 5.297, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  31.00 Time: 18:50:06 \n",
      "Ep.:  18640, Loss: 6.050, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 18:50:46 \n",
      "Ep.:  18650, Loss: 6.528, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  33.00 Time: 18:51:25 \n",
      "Ep.:  18660, Loss: 5.661, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  30.00 Time: 18:52:02 \n",
      "Ep.:  18670, Loss: 7.333, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 18:52:41 \n",
      "Ep.:  18680, Loss: 6.377, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 18:53:15 \n",
      "Ep.:  18690, Loss: 6.325, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  31.00 Time: 18:53:50 \n",
      "Ep.:  18700, Loss: 7.984, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  23.00 Time: 18:54:27 \n",
      "Ep.:  18710, Loss: 6.336, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  29.00 Time: 18:55:05 \n",
      "Ep.:  18720, Loss: 6.371, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 18:55:42 \n",
      "Ep.:  18730, Loss: 6.795, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  29.00 Time: 18:56:20 \n",
      "Ep.:  18740, Loss: 5.944, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  25.00 Time: 18:56:57 \n",
      "Ep.:  18750, Loss: 7.209, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  22.00 Time: 18:57:32 \n",
      "Ep.:  18760, Loss: 7.397, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 18:58:06 \n",
      "Ep.:  18770, Loss: 6.803, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 18:58:44 \n",
      "Ep.:  18780, Loss: 6.836, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 18:59:19 \n",
      "Ep.:  18790, Loss: 6.486, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  36.00 Time: 18:59:55 \n",
      "Ep.:  18800, Loss: 6.439, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 19:00:32 \n",
      "Ep.:  18810, Loss: 7.308, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 19:01:09 \n",
      "Ep.:  18820, Loss: 6.586, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  34.00 Time: 19:01:45 \n",
      "Ep.:  18830, Loss: 6.939, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 19:02:20 \n",
      "Ep.:  18840, Loss: 7.299, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 19:03:00 \n",
      "Ep.:  18850, Loss: 6.437, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 19:03:35 \n",
      "Ep.:  18860, Loss: 6.465, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  36.00 Time: 19:04:11 \n",
      "Ep.:  18870, Loss: 6.365, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  32.00 Time: 19:04:50 \n",
      "Ep.:  18880, Loss: 7.119, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  33.00 Time: 19:05:27 \n",
      "Ep.:  18890, Loss: 7.925, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 19:06:05 \n",
      "Ep.:  18900, Loss: 6.954, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 19:06:41 \n",
      "Ep.:  18910, Loss: 6.029, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 19:07:18 \n",
      "Ep.:  18920, Loss: 6.883, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 19:07:57 \n",
      "Ep.:  18930, Loss: 7.291, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  27.00 Time: 19:08:30 \n",
      "Ep.:  18940, Loss: 6.933, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 19:09:09 \n",
      "Ep.:  18950, Loss: 6.974, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 19:09:43 \n",
      "Ep.:  18960, Loss: 6.297, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 19:10:18 \n",
      "Ep.:  18970, Loss: 6.564, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 19:10:53 \n",
      "Ep.:  18980, Loss: 6.862, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 19:11:28 \n",
      "Ep.:  18990, Loss: 6.566, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  27.00 Time: 19:12:03 \n",
      "Ep.:  19000, Loss: 6.808, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  35.00 Time: 19:12:39 \n",
      "Ep.:  19010, Loss: 6.788, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 19:13:17 \n",
      "Ep.:  19020, Loss: 5.991, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 19:13:54 \n",
      "Ep.:  19030, Loss: 7.162, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  21.00 Time: 19:14:28 \n",
      "Ep.:  19040, Loss: 6.782, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  26.00 Time: 19:15:05 \n",
      "Ep.:  19050, Loss: 6.970, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 19:15:42 \n",
      "Ep.:  19060, Loss: 6.822, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 19:16:20 \n",
      "Ep.:  19070, Loss: 5.329, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 19:16:58 \n",
      "Ep.:  19080, Loss: 6.713, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  34.00 Time: 19:17:36 \n",
      "Ep.:  19090, Loss: 5.944, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 19:18:12 \n",
      "Ep.:  19100, Loss: 5.733, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  34.00 Time: 19:18:49 \n",
      "Ep.:  19110, Loss: 7.006, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 19:19:25 \n",
      "Ep.:  19120, Loss: 6.476, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 19:20:00 \n",
      "Ep.:  19130, Loss: 7.594, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  23.00 Time: 19:20:45 \n",
      "Ep.:  19140, Loss: 6.493, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 19:21:23 \n",
      "Ep.:  19150, Loss: 6.326, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 19:21:58 \n",
      "Ep.:  19160, Loss: 5.484, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 19:22:32 \n",
      "Ep.:  19170, Loss: 6.937, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  26.00 Time: 19:23:06 \n",
      "Ep.:  19180, Loss: 6.527, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  35.00 Time: 19:23:44 \n",
      "Ep.:  19190, Loss: 6.806, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 19:24:24 \n",
      "Ep.:  19200, Loss: 6.556, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 19:25:00 \n",
      "Ep.:  19210, Loss: 6.859, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 19:25:35 \n",
      "Ep.:  19220, Loss: 6.382, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 19:26:13 \n",
      "Ep.:  19230, Loss: 6.352, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 19:26:48 \n",
      "Ep.:  19240, Loss: 6.913, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  32.00 Time: 19:27:24 \n",
      "Ep.:  19250, Loss: 6.145, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  33.00 Time: 19:28:02 \n",
      "Ep.:  19260, Loss: 6.078, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  35.00 Time: 19:28:38 \n",
      "Ep.:  19270, Loss: 7.195, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 19:29:17 \n",
      "Ep.:  19280, Loss: 6.551, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 19:29:50 \n",
      "Ep.:  19290, Loss: 6.550, Avg.Score: 328.00, Avg.LenOfSnake: 16.93, Max.LenOfSnake:  29.00 Time: 19:30:26 \n",
      "Ep.:  19300, Loss: 6.155, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 19:31:01 \n",
      "Ep.:  19310, Loss: 5.779, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 19:31:37 \n",
      "Ep.:  19320, Loss: 6.752, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  27.00 Time: 19:32:14 \n",
      "Ep.:  19330, Loss: 6.169, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  33.00 Time: 19:32:51 \n",
      "Ep.:  19340, Loss: 7.064, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 19:33:29 \n",
      "Ep.:  19350, Loss: 6.134, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  31.00 Time: 19:34:08 \n",
      "Ep.:  19360, Loss: 6.876, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 19:34:44 \n",
      "Ep.:  19370, Loss: 7.761, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 19:35:20 \n",
      "Ep.:  19380, Loss: 5.162, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 19:35:54 \n",
      "Ep.:  19390, Loss: 6.994, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  33.00 Time: 19:36:27 \n",
      "Ep.:  19400, Loss: 8.884, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 19:37:04 \n",
      "Ep.:  19410, Loss: 6.177, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 19:37:41 \n",
      "Ep.:  19420, Loss: 6.872, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 19:38:18 \n",
      "Ep.:  19430, Loss: 6.871, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 19:38:54 \n",
      "Ep.:  19440, Loss: 5.995, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  23.00 Time: 19:39:29 \n",
      "Ep.:  19450, Loss: 7.210, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 19:40:04 \n",
      "Ep.:  19460, Loss: 6.143, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 19:40:40 \n",
      "Ep.:  19470, Loss: 5.314, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 19:41:18 \n",
      "Ep.:  19480, Loss: 7.282, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  31.00 Time: 19:41:55 \n",
      "Ep.:  19490, Loss: 6.257, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  34.00 Time: 19:42:35 \n",
      "Ep.:  19500, Loss: 7.223, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  33.00 Time: 19:43:09 \n",
      "Ep.:  19510, Loss: 5.284, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  32.00 Time: 19:43:45 \n",
      "Ep.:  19520, Loss: 6.247, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 19:44:22 \n",
      "Ep.:  19530, Loss: 6.860, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 19:45:02 \n",
      "Ep.:  19540, Loss: 6.471, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  32.00 Time: 19:45:38 \n",
      "Ep.:  19550, Loss: 6.773, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  28.00 Time: 19:46:15 \n",
      "Ep.:  19560, Loss: 6.457, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  28.00 Time: 19:46:52 \n",
      "Ep.:  19570, Loss: 7.030, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 19:47:27 \n",
      "Ep.:  19580, Loss: 6.154, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  30.00 Time: 19:48:04 \n",
      "Ep.:  19590, Loss: 6.109, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 19:48:44 \n",
      "Ep.:  19600, Loss: 6.390, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 19:49:20 \n",
      "Ep.:  19610, Loss: 6.962, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  37.00 Time: 19:49:57 \n",
      "Ep.:  19620, Loss: 6.198, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 19:50:33 \n",
      "Ep.:  19630, Loss: 6.839, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 19:51:07 \n",
      "Ep.:  19640, Loss: 6.868, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  24.00 Time: 19:51:48 \n",
      "Ep.:  19650, Loss: 7.224, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 19:52:26 \n",
      "Ep.:  19660, Loss: 6.492, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  24.00 Time: 19:53:03 \n",
      "Ep.:  19670, Loss: 6.108, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  41.00 Time: 19:53:37 \n",
      "Ep.:  19680, Loss: 7.498, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  32.00 Time: 19:54:15 \n",
      "Ep.:  19690, Loss: 7.030, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  31.00 Time: 19:54:55 \n",
      "Ep.:  19700, Loss: 6.583, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 19:55:34 \n",
      "Ep.:  19710, Loss: 6.873, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 19:56:14 \n",
      "Ep.:  19720, Loss: 6.908, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 19:56:54 \n",
      "Ep.:  19730, Loss: 7.350, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 19:57:34 \n",
      "Ep.:  19740, Loss: 5.958, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 19:58:11 \n",
      "Ep.:  19750, Loss: 7.101, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  38.00 Time: 19:58:56 \n",
      "Ep.:  19760, Loss: 6.507, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 19:59:35 \n",
      "Ep.:  19770, Loss: 6.945, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  31.00 Time: 20:00:13 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  19780, Loss: 5.687, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  30.00 Time: 20:00:49 \n",
      "Ep.:  19790, Loss: 6.846, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  23.00 Time: 20:01:28 \n",
      "Ep.:  19800, Loss: 6.108, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 20:02:09 \n",
      "Ep.:  19810, Loss: 5.873, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 20:02:57 \n",
      "Ep.:  19820, Loss: 6.568, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 20:03:40 \n",
      "Ep.:  19830, Loss: 7.082, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 20:04:40 \n",
      "Ep.:  19840, Loss: 7.282, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 20:05:25 \n",
      "Ep.:  19850, Loss: 6.217, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 20:05:59 \n",
      "Ep.:  19860, Loss: 6.689, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  23.00 Time: 20:06:35 \n",
      "Ep.:  19870, Loss: 6.684, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  27.00 Time: 20:07:11 \n",
      "Ep.:  19880, Loss: 7.579, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  33.00 Time: 20:07:45 \n",
      "Ep.:  19890, Loss: 5.925, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 20:08:22 \n",
      "Ep.:  19900, Loss: 7.642, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  22.00 Time: 20:09:00 \n",
      "Ep.:  19910, Loss: 6.438, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  23.00 Time: 20:09:36 \n",
      "Ep.:  19920, Loss: 5.994, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  31.00 Time: 20:10:14 \n",
      "Ep.:  19930, Loss: 6.565, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 20:10:54 \n",
      "Ep.:  19940, Loss: 6.797, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 20:11:34 \n",
      "Ep.:  19950, Loss: 6.558, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  23.00 Time: 20:12:11 \n",
      "Ep.:  19960, Loss: 6.218, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  34.00 Time: 20:13:06 \n",
      "Ep.:  19970, Loss: 6.250, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  34.00 Time: 20:13:49 \n",
      "Ep.:  19980, Loss: 7.666, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 20:14:27 \n",
      "Ep.:  19990, Loss: 5.930, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 20:15:07 \n",
      "Ep.:  20000, Loss: 6.429, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 20:16:14 \n",
      "Ep.:  20010, Loss: 5.647, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  29.00 Time: 20:16:57 \n",
      "Ep.:  20020, Loss: 6.262, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  38.00 Time: 20:17:41 \n",
      "Ep.:  20030, Loss: 5.432, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 20:18:25 \n",
      "Ep.:  20040, Loss: 6.803, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 20:19:26 \n",
      "Ep.:  20050, Loss: 7.379, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 20:20:06 \n",
      "Ep.:  20060, Loss: 6.658, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 20:20:52 \n",
      "Ep.:  20070, Loss: 6.549, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 20:21:43 \n",
      "Ep.:  20080, Loss: 6.631, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 20:22:24 \n",
      "Ep.:  20090, Loss: 5.837, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  24.00 Time: 20:23:04 \n",
      "Ep.:  20100, Loss: 6.142, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 20:23:46 \n",
      "Ep.:  20110, Loss: 5.824, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  31.00 Time: 20:24:25 \n",
      "Ep.:  20120, Loss: 6.288, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 20:25:01 \n",
      "Ep.:  20130, Loss: 5.974, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  29.00 Time: 20:25:42 \n",
      "Ep.:  20140, Loss: 7.007, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  26.00 Time: 20:26:17 \n",
      "Ep.:  20150, Loss: 7.763, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 20:27:04 \n",
      "Ep.:  20160, Loss: 7.628, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 20:27:47 \n",
      "Ep.:  20170, Loss: 7.542, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 20:28:26 \n",
      "Ep.:  20180, Loss: 7.162, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 20:29:11 \n",
      "Ep.:  20190, Loss: 6.001, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  27.00 Time: 20:29:45 \n",
      "Ep.:  20200, Loss: 6.496, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 20:30:28 \n",
      "Ep.:  20210, Loss: 6.324, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 20:31:08 \n",
      "Ep.:  20220, Loss: 6.227, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 20:31:46 \n",
      "Ep.:  20230, Loss: 6.538, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  24.00 Time: 20:32:25 \n",
      "Ep.:  20240, Loss: 6.408, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  29.00 Time: 20:33:07 \n",
      "Ep.:  20250, Loss: 5.688, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 20:33:47 \n",
      "Ep.:  20260, Loss: 6.170, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 20:34:32 \n",
      "Ep.:  20270, Loss: 7.237, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  32.00 Time: 20:35:12 \n",
      "Ep.:  20280, Loss: 6.272, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 20:35:51 \n",
      "Ep.:  20290, Loss: 6.045, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  26.00 Time: 20:36:34 \n",
      "Ep.:  20300, Loss: 5.919, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 20:37:13 \n",
      "Ep.:  20310, Loss: 5.934, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 20:37:52 \n",
      "Ep.:  20320, Loss: 6.179, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 20:38:36 \n",
      "Ep.:  20330, Loss: 7.319, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 20:39:19 \n",
      "Ep.:  20340, Loss: 6.934, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  26.00 Time: 20:40:09 \n",
      "Ep.:  20350, Loss: 6.545, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 20:40:48 \n",
      "Ep.:  20360, Loss: 5.968, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 20:41:25 \n",
      "Ep.:  20370, Loss: 6.530, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  26.00 Time: 20:42:10 \n",
      "Ep.:  20380, Loss: 6.715, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 20:42:48 \n",
      "Ep.:  20390, Loss: 5.979, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  22.00 Time: 20:43:25 \n",
      "Ep.:  20400, Loss: 7.718, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  26.00 Time: 20:43:59 \n",
      "Ep.:  20410, Loss: 6.941, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 20:44:36 \n",
      "Ep.:  20420, Loss: 6.546, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  30.00 Time: 20:45:15 \n",
      "Ep.:  20430, Loss: 6.628, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 20:45:52 \n",
      "Ep.:  20440, Loss: 6.252, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 20:46:28 \n",
      "Ep.:  20450, Loss: 6.453, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  22.00 Time: 20:47:06 \n",
      "Ep.:  20460, Loss: 7.709, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 20:47:45 \n",
      "Ep.:  20470, Loss: 4.766, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 20:48:24 \n",
      "Ep.:  20480, Loss: 6.560, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 20:49:03 \n",
      "Ep.:  20490, Loss: 6.629, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 20:49:42 \n",
      "Ep.:  20500, Loss: 6.042, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 20:50:18 \n",
      "Ep.:  20510, Loss: 6.484, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 20:51:01 \n",
      "Ep.:  20520, Loss: 5.910, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 20:51:48 \n",
      "Ep.:  20530, Loss: 6.754, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  28.00 Time: 20:52:26 \n",
      "Ep.:  20540, Loss: 5.716, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 20:53:06 \n",
      "Ep.:  20550, Loss: 7.592, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  33.00 Time: 20:53:47 \n",
      "Ep.:  20560, Loss: 6.721, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 20:54:24 \n",
      "Ep.:  20570, Loss: 6.584, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  25.00 Time: 20:55:00 \n",
      "Ep.:  20580, Loss: 6.336, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  32.00 Time: 20:55:42 \n",
      "Ep.:  20590, Loss: 6.824, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  24.00 Time: 20:56:16 \n",
      "Ep.:  20600, Loss: 6.059, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  27.00 Time: 20:56:55 \n",
      "Ep.:  20610, Loss: 5.684, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  31.00 Time: 20:57:33 \n",
      "Ep.:  20620, Loss: 5.872, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 20:58:10 \n",
      "Ep.:  20630, Loss: 6.970, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  31.00 Time: 20:58:46 \n",
      "Ep.:  20640, Loss: 6.962, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  40.00 Time: 20:59:25 \n",
      "Ep.:  20650, Loss: 6.132, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  28.00 Time: 21:00:01 \n",
      "Ep.:  20660, Loss: 5.616, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  31.00 Time: 21:00:37 \n",
      "Ep.:  20670, Loss: 6.773, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  29.00 Time: 21:01:15 \n",
      "Ep.:  20680, Loss: 5.132, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 21:01:51 \n",
      "Ep.:  20690, Loss: 5.622, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  23.00 Time: 21:02:28 \n",
      "Ep.:  20700, Loss: 6.267, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 21:03:10 \n",
      "Ep.:  20710, Loss: 5.660, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 21:03:46 \n",
      "Ep.:  20720, Loss: 5.625, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  23.00 Time: 21:04:25 \n",
      "Ep.:  20730, Loss: 6.304, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  32.00 Time: 21:05:03 \n",
      "Ep.:  20740, Loss: 6.069, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  26.00 Time: 21:05:41 \n",
      "Ep.:  20750, Loss: 6.607, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 21:06:25 \n",
      "Ep.:  20760, Loss: 6.923, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  23.00 Time: 21:07:10 \n",
      "Ep.:  20770, Loss: 5.568, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  33.00 Time: 21:07:47 \n",
      "Ep.:  20780, Loss: 6.029, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  30.00 Time: 21:08:27 \n",
      "Ep.:  20790, Loss: 6.471, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  23.00 Time: 21:09:05 \n",
      "Ep.:  20800, Loss: 7.134, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 21:09:41 \n",
      "Ep.:  20810, Loss: 6.863, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 21:10:16 \n",
      "Ep.:  20820, Loss: 6.900, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  30.00 Time: 21:10:53 \n",
      "Ep.:  20830, Loss: 6.821, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  19.00 Time: 21:11:29 \n",
      "Ep.:  20840, Loss: 6.379, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 21:12:09 \n",
      "Ep.:  20850, Loss: 8.059, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  23.00 Time: 21:12:46 \n",
      "Ep.:  20860, Loss: 6.074, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 21:13:23 \n",
      "Ep.:  20870, Loss: 5.811, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  21.00 Time: 21:13:57 \n",
      "Ep.:  20880, Loss: 7.121, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 21:14:32 \n",
      "Ep.:  20890, Loss: 5.886, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 21:15:09 \n",
      "Ep.:  20900, Loss: 8.419, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 21:15:45 \n",
      "Ep.:  20910, Loss: 7.446, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 21:16:20 \n",
      "Ep.:  20920, Loss: 6.331, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 21:16:57 \n",
      "Ep.:  20930, Loss: 7.282, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  26.00 Time: 21:17:32 \n",
      "Ep.:  20940, Loss: 6.077, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  23.00 Time: 21:18:07 \n",
      "Ep.:  20950, Loss: 7.780, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 21:18:46 \n",
      "Ep.:  20960, Loss: 8.308, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 21:19:20 \n",
      "Ep.:  20970, Loss: 6.973, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  24.00 Time: 21:20:00 \n",
      "Ep.:  20980, Loss: 6.454, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 21:20:38 \n",
      "Ep.:  20990, Loss: 5.571, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  24.00 Time: 21:21:14 \n",
      "Ep.:  21000, Loss: 5.953, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 21:21:53 \n",
      "Ep.:  21010, Loss: 5.074, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 21:22:30 \n",
      "Ep.:  21020, Loss: 6.851, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  29.00 Time: 21:23:08 \n",
      "Ep.:  21030, Loss: 5.754, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  25.00 Time: 21:23:44 \n",
      "Ep.:  21040, Loss: 5.890, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 21:24:21 \n",
      "Ep.:  21050, Loss: 5.995, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  23.00 Time: 21:24:58 \n",
      "Ep.:  21060, Loss: 5.994, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  30.00 Time: 21:25:32 \n",
      "Ep.:  21070, Loss: 6.723, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 21:26:09 \n",
      "Ep.:  21080, Loss: 5.581, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 21:26:45 \n",
      "Ep.:  21090, Loss: 6.669, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  34.00 Time: 21:27:19 \n",
      "Ep.:  21100, Loss: 5.926, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 21:27:56 \n",
      "Ep.:  21110, Loss: 7.531, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 21:28:33 \n",
      "Ep.:  21120, Loss: 8.294, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 21:29:06 \n",
      "Ep.:  21130, Loss: 6.254, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  26.00 Time: 21:29:43 \n",
      "Ep.:  21140, Loss: 5.766, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 21:30:20 \n",
      "Ep.:  21150, Loss: 7.151, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 21:30:54 \n",
      "Ep.:  21160, Loss: 7.628, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  26.00 Time: 21:31:31 \n",
      "Ep.:  21170, Loss: 6.303, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 21:32:28 \n",
      "Ep.:  21180, Loss: 5.853, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  29.00 Time: 21:33:25 \n",
      "Ep.:  21190, Loss: 6.416, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 21:34:05 \n",
      "Ep.:  21200, Loss: 7.525, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  23.00 Time: 21:34:49 \n",
      "Ep.:  21210, Loss: 5.886, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 21:35:32 \n",
      "Ep.:  21220, Loss: 7.158, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 21:36:10 \n",
      "Ep.:  21230, Loss: 4.718, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  23.00 Time: 21:36:47 \n",
      "Ep.:  21240, Loss: 6.864, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  35.00 Time: 21:37:22 \n",
      "Ep.:  21250, Loss: 7.482, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 21:37:57 \n",
      "Ep.:  21260, Loss: 6.905, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  29.00 Time: 21:38:32 \n",
      "Ep.:  21270, Loss: 5.628, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 21:39:09 \n",
      "Ep.:  21280, Loss: 6.220, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  31.00 Time: 21:39:47 \n",
      "Ep.:  21290, Loss: 4.868, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  35.00 Time: 21:40:27 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  21300, Loss: 6.296, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 21:41:10 \n",
      "Ep.:  21310, Loss: 5.919, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 21:41:50 \n",
      "Ep.:  21320, Loss: 5.578, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  25.00 Time: 21:42:28 \n",
      "Ep.:  21330, Loss: 6.602, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  29.00 Time: 21:43:13 \n",
      "Ep.:  21340, Loss: 7.340, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  24.00 Time: 21:43:51 \n",
      "Ep.:  21350, Loss: 6.376, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 21:44:23 \n",
      "Ep.:  21360, Loss: 5.757, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 21:45:00 \n",
      "Ep.:  21370, Loss: 6.362, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 21:45:34 \n",
      "Ep.:  21380, Loss: 5.745, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 21:46:17 \n",
      "Ep.:  21390, Loss: 5.979, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 21:47:06 \n",
      "Ep.:  21400, Loss: 6.906, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  26.00 Time: 21:47:49 \n",
      "Ep.:  21410, Loss: 7.680, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 21:48:32 \n",
      "Ep.:  21420, Loss: 7.154, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  32.00 Time: 21:49:18 \n",
      "Ep.:  21430, Loss: 7.806, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 21:49:57 \n",
      "Ep.:  21440, Loss: 6.243, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 21:50:35 \n",
      "Ep.:  21450, Loss: 7.039, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 21:51:12 \n",
      "Ep.:  21460, Loss: 7.270, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 21:51:49 \n",
      "Ep.:  21470, Loss: 7.116, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 21:52:26 \n",
      "Ep.:  21480, Loss: 6.725, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 21:53:03 \n",
      "Ep.:  21490, Loss: 6.282, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 21:53:42 \n",
      "Ep.:  21500, Loss: 6.933, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 21:54:20 \n",
      "Ep.:  21510, Loss: 7.306, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  35.00 Time: 21:54:58 \n",
      "Ep.:  21520, Loss: 5.570, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 21:55:35 \n",
      "Ep.:  21530, Loss: 5.873, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 21:56:15 \n",
      "Ep.:  21540, Loss: 6.512, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  23.00 Time: 21:56:53 \n",
      "Ep.:  21550, Loss: 7.130, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  23.00 Time: 21:57:28 \n",
      "Ep.:  21560, Loss: 5.554, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 21:58:04 \n",
      "Ep.:  21570, Loss: 5.915, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  36.00 Time: 21:58:41 \n",
      "Ep.:  21580, Loss: 5.952, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  31.00 Time: 21:59:15 \n",
      "Ep.:  21590, Loss: 6.925, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  33.00 Time: 21:59:55 \n",
      "Ep.:  21600, Loss: 5.376, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  23.00 Time: 22:00:39 \n",
      "Ep.:  21610, Loss: 6.473, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 22:01:14 \n",
      "Ep.:  21620, Loss: 5.267, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  26.00 Time: 22:01:51 \n",
      "Ep.:  21630, Loss: 6.186, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  32.00 Time: 22:02:27 \n",
      "Ep.:  21640, Loss: 7.691, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 22:03:06 \n",
      "Ep.:  21650, Loss: 7.505, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 22:03:42 \n",
      "Ep.:  21660, Loss: 6.753, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 22:04:18 \n",
      "Ep.:  21670, Loss: 5.632, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  30.00 Time: 22:04:55 \n",
      "Ep.:  21680, Loss: 6.037, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 22:05:29 \n",
      "Ep.:  21690, Loss: 6.652, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 22:06:07 \n",
      "Ep.:  21700, Loss: 6.148, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  30.00 Time: 22:06:44 \n",
      "Ep.:  21710, Loss: 5.473, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 22:07:20 \n",
      "Ep.:  21720, Loss: 7.340, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  29.00 Time: 22:07:54 \n",
      "Ep.:  21730, Loss: 6.307, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 22:08:33 \n",
      "Ep.:  21740, Loss: 6.071, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  23.00 Time: 22:09:11 \n",
      "Ep.:  21750, Loss: 6.525, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 22:09:47 \n",
      "Ep.:  21760, Loss: 8.226, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  26.00 Time: 22:10:26 \n",
      "Ep.:  21770, Loss: 6.485, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 22:11:04 \n",
      "Ep.:  21780, Loss: 6.089, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 22:11:44 \n",
      "Ep.:  21790, Loss: 6.547, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 22:12:19 \n",
      "Ep.:  21800, Loss: 7.618, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 22:12:55 \n",
      "Ep.:  21810, Loss: 6.302, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  32.00 Time: 22:13:32 \n",
      "Ep.:  21820, Loss: 5.430, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 22:14:08 \n",
      "Ep.:  21830, Loss: 7.079, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 22:14:46 \n",
      "Ep.:  21840, Loss: 6.391, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 22:15:23 \n",
      "Ep.:  21850, Loss: 6.512, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  22.00 Time: 22:15:58 \n",
      "Ep.:  21860, Loss: 6.946, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 22:16:35 \n",
      "Ep.:  21870, Loss: 6.192, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  29.00 Time: 22:17:12 \n",
      "Ep.:  21880, Loss: 5.564, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 22:17:51 \n",
      "Ep.:  21890, Loss: 6.543, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  26.00 Time: 22:18:28 \n",
      "Ep.:  21900, Loss: 8.289, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 22:19:13 \n",
      "Ep.:  21910, Loss: 4.363, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  31.00 Time: 22:19:53 \n",
      "Ep.:  21920, Loss: 6.757, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  25.00 Time: 22:20:34 \n",
      "Ep.:  21930, Loss: 6.756, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  30.00 Time: 22:21:12 \n",
      "Ep.:  21940, Loss: 6.057, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  23.00 Time: 22:21:51 \n",
      "Ep.:  21950, Loss: 5.815, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  32.00 Time: 22:22:39 \n",
      "Ep.:  21960, Loss: 7.187, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  31.00 Time: 22:23:15 \n",
      "Ep.:  21970, Loss: 6.619, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 22:23:52 \n",
      "Ep.:  21980, Loss: 5.229, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 22:24:34 \n",
      "Ep.:  21990, Loss: 6.991, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  23.00 Time: 22:25:18 \n",
      "Ep.:  22000, Loss: 6.781, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  28.00 Time: 22:26:00 \n",
      "Ep.:  22010, Loss: 5.111, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 22:26:36 \n",
      "Ep.:  22020, Loss: 6.752, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  18.00 Time: 22:27:14 \n",
      "Ep.:  22030, Loss: 5.613, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 22:27:50 \n",
      "Ep.:  22040, Loss: 6.244, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  25.00 Time: 22:28:26 \n",
      "Ep.:  22050, Loss: 6.410, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  24.00 Time: 22:29:03 \n",
      "Ep.:  22060, Loss: 5.677, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 22:29:38 \n",
      "Ep.:  22070, Loss: 5.553, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  26.00 Time: 22:30:16 \n",
      "Ep.:  22080, Loss: 6.334, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 22:30:52 \n",
      "Ep.:  22090, Loss: 7.023, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  27.00 Time: 22:31:28 \n",
      "Ep.:  22100, Loss: 6.522, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  30.00 Time: 22:32:03 \n",
      "Ep.:  22110, Loss: 6.755, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 22:32:39 \n",
      "Ep.:  22120, Loss: 6.937, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  26.00 Time: 22:33:16 \n",
      "Ep.:  22130, Loss: 6.349, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 22:33:53 \n",
      "Ep.:  22140, Loss: 7.841, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  36.00 Time: 22:34:31 \n",
      "Ep.:  22150, Loss: 5.480, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 22:35:08 \n",
      "Ep.:  22160, Loss: 5.822, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 22:35:49 \n",
      "Ep.:  22170, Loss: 5.929, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 22:36:27 \n",
      "Ep.:  22180, Loss: 6.038, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  22.00 Time: 22:37:13 \n",
      "Ep.:  22190, Loss: 5.176, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 22:37:54 \n",
      "Ep.:  22200, Loss: 6.478, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 22:38:32 \n",
      "Ep.:  22210, Loss: 6.909, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 22:39:09 \n",
      "Ep.:  22220, Loss: 6.819, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 22:39:46 \n",
      "Ep.:  22230, Loss: 7.323, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  30.00 Time: 22:40:19 \n",
      "Ep.:  22240, Loss: 6.706, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  29.00 Time: 22:40:55 \n",
      "Ep.:  22250, Loss: 5.695, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 22:41:30 \n",
      "Ep.:  22260, Loss: 6.049, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 22:42:08 \n",
      "Ep.:  22270, Loss: 6.148, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  29.00 Time: 22:42:43 \n",
      "Ep.:  22280, Loss: 6.260, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 22:43:18 \n",
      "Ep.:  22290, Loss: 5.287, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 22:43:53 \n",
      "Ep.:  22300, Loss: 7.282, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 22:44:27 \n",
      "Ep.:  22310, Loss: 5.952, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 22:45:04 \n",
      "Ep.:  22320, Loss: 6.765, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 22:45:40 \n",
      "Ep.:  22330, Loss: 6.073, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  32.00 Time: 22:46:16 \n",
      "Ep.:  22340, Loss: 7.458, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  22.00 Time: 22:46:57 \n",
      "Ep.:  22350, Loss: 6.539, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 22:47:34 \n",
      "Ep.:  22360, Loss: 5.854, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  21.00 Time: 22:48:10 \n",
      "Ep.:  22370, Loss: 6.771, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 22:48:45 \n",
      "Ep.:  22380, Loss: 6.387, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 22:49:19 \n",
      "Ep.:  22390, Loss: 6.700, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 22:49:57 \n",
      "Ep.:  22400, Loss: 5.847, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 22:50:33 \n",
      "Ep.:  22410, Loss: 5.878, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  19.00 Time: 22:51:09 \n",
      "Ep.:  22420, Loss: 6.109, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  32.00 Time: 22:51:49 \n",
      "Ep.:  22430, Loss: 6.064, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 22:52:26 \n",
      "Ep.:  22440, Loss: 5.012, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 22:53:03 \n",
      "Ep.:  22450, Loss: 7.500, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 22:53:41 \n",
      "Ep.:  22460, Loss: 5.787, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 22:54:19 \n",
      "Ep.:  22470, Loss: 6.731, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  25.00 Time: 22:54:56 \n",
      "Ep.:  22480, Loss: 5.819, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  26.00 Time: 22:55:43 \n",
      "Ep.:  22490, Loss: 6.287, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 22:56:25 \n",
      "Ep.:  22500, Loss: 7.131, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 22:57:03 \n",
      "Ep.:  22510, Loss: 5.797, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  22.00 Time: 22:57:39 \n",
      "Ep.:  22520, Loss: 7.649, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  32.00 Time: 22:58:15 \n",
      "Ep.:  22530, Loss: 7.301, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  31.00 Time: 22:58:50 \n",
      "Ep.:  22540, Loss: 6.761, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  22.00 Time: 22:59:27 \n",
      "Ep.:  22550, Loss: 7.324, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  29.00 Time: 23:00:06 \n",
      "Ep.:  22560, Loss: 7.895, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  32.00 Time: 23:00:47 \n",
      "Ep.:  22570, Loss: 5.994, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 23:01:30 \n",
      "Ep.:  22580, Loss: 6.107, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  36.00 Time: 23:02:12 \n",
      "Ep.:  22590, Loss: 5.209, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  30.00 Time: 23:02:52 \n",
      "Ep.:  22600, Loss: 5.567, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 23:03:31 \n",
      "Ep.:  22610, Loss: 6.349, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 23:04:13 \n",
      "Ep.:  22620, Loss: 5.590, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 23:04:50 \n",
      "Ep.:  22630, Loss: 5.902, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 23:05:25 \n",
      "Ep.:  22640, Loss: 5.304, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  22.00 Time: 23:06:04 \n",
      "Ep.:  22650, Loss: 5.638, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 23:06:43 \n",
      "Ep.:  22660, Loss: 6.197, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 23:07:19 \n",
      "Ep.:  22670, Loss: 5.233, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 23:08:04 \n",
      "Ep.:  22680, Loss: 6.997, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  37.00 Time: 23:08:48 \n",
      "Ep.:  22690, Loss: 6.547, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  25.00 Time: 23:09:25 \n",
      "Ep.:  22700, Loss: 7.210, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 23:10:01 \n",
      "Ep.:  22710, Loss: 5.420, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  29.00 Time: 23:10:36 \n",
      "Ep.:  22720, Loss: 6.429, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 23:11:14 \n",
      "Ep.:  22730, Loss: 6.376, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 23:11:58 \n",
      "Ep.:  22740, Loss: 6.035, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  23.00 Time: 23:12:42 \n",
      "Ep.:  22750, Loss: 6.508, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 23:13:20 \n",
      "Ep.:  22760, Loss: 6.647, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  26.00 Time: 23:14:00 \n",
      "Ep.:  22770, Loss: 7.687, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 23:14:39 \n",
      "Ep.:  22780, Loss: 6.945, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  30.00 Time: 23:15:16 \n",
      "Ep.:  22790, Loss: 6.464, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 23:15:56 \n",
      "Ep.:  22800, Loss: 6.925, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  28.00 Time: 23:16:32 \n",
      "Ep.:  22810, Loss: 6.408, Avg.Score: 357.00, Avg.LenOfSnake: 17.90, Max.LenOfSnake:  31.00 Time: 23:17:10 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  22820, Loss: 6.641, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 23:17:45 \n",
      "Ep.:  22830, Loss: 5.365, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 23:18:22 \n",
      "Ep.:  22840, Loss: 6.146, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  33.00 Time: 23:18:59 \n",
      "Ep.:  22850, Loss: 5.475, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  30.00 Time: 23:19:33 \n",
      "Ep.:  22860, Loss: 5.898, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  26.00 Time: 23:20:09 \n",
      "Ep.:  22870, Loss: 6.005, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  26.00 Time: 23:20:45 \n",
      "Ep.:  22880, Loss: 6.542, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 23:21:28 \n",
      "Ep.:  22890, Loss: 6.545, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 23:22:04 \n",
      "Ep.:  22900, Loss: 5.971, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  33.00 Time: 23:23:23 \n",
      "Ep.:  22910, Loss: 5.785, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 23:24:05 \n",
      "Ep.:  22920, Loss: 6.345, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  24.00 Time: 23:24:42 \n",
      "Ep.:  22930, Loss: 6.079, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 23:25:17 \n",
      "Ep.:  22940, Loss: 6.478, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  33.00 Time: 23:25:56 \n",
      "Ep.:  22950, Loss: 6.303, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  26.00 Time: 23:26:33 \n",
      "Ep.:  22960, Loss: 6.989, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  30.00 Time: 23:27:15 \n",
      "Ep.:  22970, Loss: 6.457, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 23:28:00 \n",
      "Ep.:  22980, Loss: 6.324, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 23:28:38 \n",
      "Ep.:  22990, Loss: 4.911, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 23:29:29 \n",
      "Ep.:  23000, Loss: 6.025, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 23:30:07 \n",
      "Ep.:  23010, Loss: 6.229, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  28.00 Time: 23:30:50 \n",
      "Ep.:  23020, Loss: 5.709, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  34.00 Time: 23:31:39 \n",
      "Ep.:  23030, Loss: 5.280, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 23:32:21 \n",
      "Ep.:  23040, Loss: 6.067, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  33.00 Time: 23:33:00 \n",
      "Ep.:  23050, Loss: 6.131, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  32.00 Time: 23:33:38 \n",
      "Ep.:  23060, Loss: 5.910, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  30.00 Time: 23:34:32 \n",
      "Ep.:  23070, Loss: 6.104, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  29.00 Time: 23:35:16 \n",
      "Ep.:  23080, Loss: 5.742, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 23:35:57 \n",
      "Ep.:  23090, Loss: 6.476, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 23:36:42 \n",
      "Ep.:  23100, Loss: 6.917, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 23:37:37 \n",
      "Ep.:  23110, Loss: 6.716, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 23:38:12 \n",
      "Ep.:  23120, Loss: 6.331, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 23:38:49 \n",
      "Ep.:  23130, Loss: 6.418, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  23.00 Time: 23:39:26 \n",
      "Ep.:  23140, Loss: 7.300, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  33.00 Time: 23:40:04 \n",
      "Ep.:  23150, Loss: 6.342, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 23:40:47 \n",
      "Ep.:  23160, Loss: 7.004, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  24.00 Time: 23:41:28 \n",
      "Ep.:  23170, Loss: 5.943, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  35.00 Time: 23:42:05 \n",
      "Ep.:  23180, Loss: 6.786, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  21.00 Time: 23:42:41 \n",
      "Ep.:  23190, Loss: 6.824, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  36.00 Time: 23:43:21 \n",
      "Ep.:  23200, Loss: 4.540, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  27.00 Time: 23:43:59 \n",
      "Ep.:  23210, Loss: 6.018, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 23:44:35 \n",
      "Ep.:  23220, Loss: 5.820, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  24.00 Time: 23:45:18 \n",
      "Ep.:  23230, Loss: 7.562, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 23:45:58 \n",
      "Ep.:  23240, Loss: 6.543, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  23.00 Time: 23:46:38 \n",
      "Ep.:  23250, Loss: 6.438, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 23:47:22 \n",
      "Ep.:  23260, Loss: 6.167, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 23:48:05 \n",
      "Ep.:  23270, Loss: 6.280, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 23:48:41 \n",
      "Ep.:  23280, Loss: 6.491, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 23:49:18 \n",
      "Ep.:  23290, Loss: 6.632, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 23:49:53 \n",
      "Ep.:  23300, Loss: 5.916, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  31.00 Time: 23:50:32 \n",
      "Ep.:  23310, Loss: 7.547, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 23:51:08 \n",
      "Ep.:  23320, Loss: 5.322, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  22.00 Time: 23:51:42 \n",
      "Ep.:  23330, Loss: 7.262, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 23:52:22 \n",
      "Ep.:  23340, Loss: 6.408, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 23:52:59 \n",
      "Ep.:  23350, Loss: 5.224, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 23:53:32 \n",
      "Ep.:  23360, Loss: 6.889, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 23:54:10 \n",
      "Ep.:  23370, Loss: 6.231, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 23:54:51 \n",
      "Ep.:  23380, Loss: 4.662, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 23:55:36 \n",
      "Ep.:  23390, Loss: 7.316, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 23:56:14 \n",
      "Ep.:  23400, Loss: 5.669, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 23:56:52 \n",
      "Ep.:  23410, Loss: 7.354, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  29.00 Time: 23:57:29 \n",
      "Ep.:  23420, Loss: 6.522, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 23:58:08 \n",
      "Ep.:  23430, Loss: 7.035, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 23:58:46 \n",
      "Ep.:  23440, Loss: 5.375, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  31.00 Time: 23:59:24 \n",
      "Ep.:  23450, Loss: 6.759, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  33.00 Time: 24:00:00 \n",
      "Ep.:  23460, Loss: 5.808, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 24:00:37 \n",
      "Ep.:  23470, Loss: 6.983, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  20.00 Time: 24:01:16 \n",
      "Ep.:  23480, Loss: 5.683, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  28.00 Time: 24:01:56 \n",
      "Ep.:  23490, Loss: 6.706, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  26.00 Time: 24:02:34 \n",
      "Ep.:  23500, Loss: 7.258, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 24:03:11 \n",
      "Ep.:  23510, Loss: 6.126, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 24:03:49 \n",
      "Ep.:  23520, Loss: 6.428, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 24:04:33 \n",
      "Ep.:  23530, Loss: 5.342, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 24:06:06 \n",
      "Ep.:  23540, Loss: 7.036, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  23.00 Time: 24:06:51 \n",
      "Ep.:  23550, Loss: 6.460, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  24.00 Time: 24:07:31 \n",
      "Ep.:  23560, Loss: 5.782, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  25.00 Time: 24:08:27 \n",
      "Ep.:  23570, Loss: 7.981, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  19.00 Time: 24:09:26 \n",
      "Ep.:  23580, Loss: 5.188, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  27.00 Time: 24:10:20 \n",
      "Ep.:  23590, Loss: 5.658, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 24:11:03 \n",
      "Ep.:  23600, Loss: 6.875, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  24.00 Time: 24:11:58 \n",
      "Ep.:  23610, Loss: 6.080, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  34.00 Time: 24:12:41 \n",
      "Ep.:  23620, Loss: 5.625, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  21.00 Time: 24:13:18 \n",
      "Ep.:  23630, Loss: 5.328, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  27.00 Time: 24:13:55 \n",
      "Ep.:  23640, Loss: 6.375, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 24:14:31 \n",
      "Ep.:  23650, Loss: 5.087, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 24:15:08 \n",
      "Ep.:  23660, Loss: 7.144, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  33.00 Time: 24:15:41 \n",
      "Ep.:  23670, Loss: 5.380, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  25.00 Time: 24:16:17 \n",
      "Ep.:  23680, Loss: 6.193, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 24:16:57 \n",
      "Ep.:  23690, Loss: 6.714, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 24:17:33 \n",
      "Ep.:  23700, Loss: 5.594, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 24:18:14 \n",
      "Ep.:  23710, Loss: 6.492, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 24:18:55 \n",
      "Ep.:  23720, Loss: 5.247, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 24:19:43 \n",
      "Ep.:  23730, Loss: 6.412, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 24:20:27 \n",
      "Ep.:  23740, Loss: 6.481, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 24:21:11 \n",
      "Ep.:  23750, Loss: 4.897, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 24:21:55 \n",
      "Ep.:  23760, Loss: 6.354, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  26.00 Time: 24:22:42 \n",
      "Ep.:  23770, Loss: 7.772, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  28.00 Time: 24:23:17 \n",
      "Ep.:  23780, Loss: 5.269, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 24:23:59 \n",
      "Ep.:  23790, Loss: 5.981, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 24:24:41 \n",
      "Ep.:  23800, Loss: 5.999, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  33.00 Time: 24:25:24 \n",
      "Ep.:  23810, Loss: 6.571, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  26.00 Time: 24:26:06 \n",
      "Ep.:  23820, Loss: 5.539, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  21.00 Time: 24:26:47 \n",
      "Ep.:  23830, Loss: 5.309, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  26.00 Time: 24:27:27 \n",
      "Ep.:  23840, Loss: 6.017, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 24:28:07 \n",
      "Ep.:  23850, Loss: 7.006, Avg.Score: 143.00, Avg.LenOfSnake: 10.77, Max.LenOfSnake:  27.00 Time: 24:28:53 \n",
      "Ep.:  23860, Loss: 6.177, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  26.00 Time: 24:29:42 \n",
      "Ep.:  23870, Loss: 5.421, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  22.00 Time: 24:30:15 \n",
      "Ep.:  23880, Loss: 6.201, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  34.00 Time: 24:30:52 \n",
      "Ep.:  23890, Loss: 5.170, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 24:31:29 \n",
      "Ep.:  23900, Loss: 6.153, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  35.00 Time: 24:32:06 \n",
      "Ep.:  23910, Loss: 6.809, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 24:32:42 \n",
      "Ep.:  23920, Loss: 7.144, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 24:33:17 \n",
      "Ep.:  23930, Loss: 6.937, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 24:33:51 \n",
      "Ep.:  23940, Loss: 6.142, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  23.00 Time: 24:34:26 \n",
      "Ep.:  23950, Loss: 6.153, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 24:35:01 \n",
      "Ep.:  23960, Loss: 6.012, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  23.00 Time: 24:35:36 \n",
      "Ep.:  23970, Loss: 6.196, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  22.00 Time: 24:36:12 \n",
      "Ep.:  23980, Loss: 6.040, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  23.00 Time: 24:36:47 \n",
      "Ep.:  23990, Loss: 5.813, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 24:37:25 \n",
      "Ep.:  24000, Loss: 6.360, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  34.00 Time: 24:38:02 \n",
      "Ep.:  24010, Loss: 5.814, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 24:38:39 \n",
      "Ep.:  24020, Loss: 6.880, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 24:39:17 \n",
      "Ep.:  24030, Loss: 6.941, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 24:39:55 \n",
      "Ep.:  24040, Loss: 5.693, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 24:40:32 \n",
      "Ep.:  24050, Loss: 5.885, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  29.00 Time: 24:41:08 \n",
      "Ep.:  24060, Loss: 6.039, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 24:41:44 \n",
      "Ep.:  24070, Loss: 6.817, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  32.00 Time: 24:42:18 \n",
      "Ep.:  24080, Loss: 6.983, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 24:42:54 \n",
      "Ep.:  24090, Loss: 6.563, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 24:43:31 \n",
      "Ep.:  24100, Loss: 5.495, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 24:44:04 \n",
      "Ep.:  24110, Loss: 6.475, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  34.00 Time: 24:44:38 \n",
      "Ep.:  24120, Loss: 6.315, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  28.00 Time: 24:45:14 \n",
      "Ep.:  24130, Loss: 7.258, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 24:45:49 \n",
      "Ep.:  24140, Loss: 5.720, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  30.00 Time: 24:46:23 \n",
      "Ep.:  24150, Loss: 6.541, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 24:47:01 \n",
      "Ep.:  24160, Loss: 7.706, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  23.00 Time: 24:47:37 \n",
      "Ep.:  24170, Loss: 5.420, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  28.00 Time: 24:48:10 \n",
      "Ep.:  24180, Loss: 6.742, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  21.00 Time: 24:48:47 \n",
      "Ep.:  24190, Loss: 7.266, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  24.00 Time: 24:49:21 \n",
      "Ep.:  24200, Loss: 7.229, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  35.00 Time: 24:49:56 \n",
      "Ep.:  24210, Loss: 6.898, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  30.00 Time: 24:50:36 \n",
      "Ep.:  24220, Loss: 7.227, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 24:51:11 \n",
      "Ep.:  24230, Loss: 6.102, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  23.00 Time: 24:51:46 \n",
      "Ep.:  24240, Loss: 7.119, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  37.00 Time: 24:52:22 \n",
      "Ep.:  24250, Loss: 6.154, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  31.00 Time: 24:52:57 \n",
      "Ep.:  24260, Loss: 6.267, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 24:53:30 \n",
      "Ep.:  24270, Loss: 6.327, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  32.00 Time: 24:54:06 \n",
      "Ep.:  24280, Loss: 6.279, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 24:54:44 \n",
      "Ep.:  24290, Loss: 5.449, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  32.00 Time: 24:55:20 \n",
      "Ep.:  24300, Loss: 6.069, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  38.00 Time: 24:55:55 \n",
      "Ep.:  24310, Loss: 5.336, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 24:56:34 \n",
      "Ep.:  24320, Loss: 5.938, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  34.00 Time: 24:57:12 \n",
      "Ep.:  24330, Loss: 5.535, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  21.00 Time: 24:57:48 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  24340, Loss: 4.408, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  31.00 Time: 24:58:27 \n",
      "Ep.:  24350, Loss: 5.921, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 24:59:02 \n",
      "Ep.:  24360, Loss: 6.410, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 24:59:36 \n",
      "Ep.:  24370, Loss: 5.717, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  23.00 Time: 25:00:09 \n",
      "Ep.:  24380, Loss: 6.502, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  26.00 Time: 25:00:50 \n",
      "Ep.:  24390, Loss: 7.044, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 25:01:27 \n",
      "Ep.:  24400, Loss: 7.432, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 25:02:03 \n",
      "Ep.:  24410, Loss: 5.870, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  19.00 Time: 25:02:38 \n",
      "Ep.:  24420, Loss: 5.731, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  32.00 Time: 25:03:16 \n",
      "Ep.:  24430, Loss: 5.918, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  23.00 Time: 25:03:52 \n",
      "Ep.:  24440, Loss: 6.275, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  26.00 Time: 25:04:29 \n",
      "Ep.:  24450, Loss: 7.278, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  23.00 Time: 25:05:04 \n",
      "Ep.:  24460, Loss: 5.521, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  38.00 Time: 25:05:39 \n",
      "Ep.:  24470, Loss: 6.096, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 25:06:14 \n",
      "Ep.:  24480, Loss: 5.607, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  22.00 Time: 25:06:47 \n",
      "Ep.:  24490, Loss: 6.535, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 25:07:24 \n",
      "Ep.:  24500, Loss: 6.424, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  41.00 Time: 25:08:01 \n",
      "Ep.:  24510, Loss: 5.622, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  29.00 Time: 25:08:35 \n",
      "Ep.:  24520, Loss: 6.462, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  21.00 Time: 25:09:12 \n",
      "Ep.:  24530, Loss: 4.992, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 25:09:47 \n",
      "Ep.:  24540, Loss: 6.250, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 25:10:24 \n",
      "Ep.:  24550, Loss: 7.050, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  30.00 Time: 25:10:58 \n",
      "Ep.:  24560, Loss: 6.994, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 25:11:30 \n",
      "Ep.:  24570, Loss: 6.063, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 25:12:08 \n",
      "Ep.:  24580, Loss: 8.061, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 25:12:57 \n",
      "Ep.:  24590, Loss: 5.346, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  32.00 Time: 25:13:40 \n",
      "Ep.:  24600, Loss: 6.898, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  27.00 Time: 25:14:17 \n",
      "Ep.:  24610, Loss: 5.377, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  31.00 Time: 25:14:52 \n",
      "Ep.:  24620, Loss: 4.263, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 25:15:26 \n",
      "Ep.:  24630, Loss: 5.112, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  23.00 Time: 25:16:02 \n",
      "Ep.:  24640, Loss: 6.226, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  28.00 Time: 25:16:39 \n",
      "Ep.:  24650, Loss: 5.987, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  21.00 Time: 25:17:14 \n",
      "Ep.:  24660, Loss: 5.933, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  31.00 Time: 25:18:04 \n",
      "Ep.:  24670, Loss: 5.536, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 25:19:01 \n",
      "Ep.:  24680, Loss: 6.926, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 25:19:44 \n",
      "Ep.:  24690, Loss: 5.736, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  24.00 Time: 25:20:20 \n",
      "Ep.:  24700, Loss: 5.015, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 25:20:58 \n",
      "Ep.:  24710, Loss: 6.479, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  24.00 Time: 25:21:31 \n",
      "Ep.:  24720, Loss: 5.544, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  22.00 Time: 25:22:09 \n",
      "Ep.:  24730, Loss: 5.358, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 25:22:47 \n",
      "Ep.:  24740, Loss: 5.804, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  28.00 Time: 25:23:21 \n",
      "Ep.:  24750, Loss: 7.232, Avg.Score: 155.00, Avg.LenOfSnake: 11.17, Max.LenOfSnake:  27.00 Time: 25:23:56 \n",
      "Ep.:  24760, Loss: 6.465, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 25:24:32 \n",
      "Ep.:  24770, Loss: 5.604, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 25:25:07 \n",
      "Ep.:  24780, Loss: 5.669, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  27.00 Time: 25:25:43 \n",
      "Ep.:  24790, Loss: 4.963, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 25:26:19 \n",
      "Ep.:  24800, Loss: 8.015, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  28.00 Time: 25:26:59 \n",
      "Ep.:  24810, Loss: 5.293, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 25:27:35 \n",
      "Ep.:  24820, Loss: 5.710, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 25:28:10 \n",
      "Ep.:  24830, Loss: 5.038, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  22.00 Time: 25:28:46 \n",
      "Ep.:  24840, Loss: 6.196, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 25:29:22 \n",
      "Ep.:  24850, Loss: 5.817, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 25:29:58 \n",
      "Ep.:  24860, Loss: 6.761, Avg.Score: 148.00, Avg.LenOfSnake: 10.93, Max.LenOfSnake:  29.00 Time: 25:30:31 \n",
      "Ep.:  24870, Loss: 4.776, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  25.00 Time: 25:31:07 \n",
      "Ep.:  24880, Loss: 5.972, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 25:31:43 \n",
      "Ep.:  24890, Loss: 5.799, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 25:32:18 \n",
      "Ep.:  24900, Loss: 6.070, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  34.00 Time: 25:32:56 \n",
      "Ep.:  24910, Loss: 6.332, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  34.00 Time: 25:33:32 \n",
      "Ep.:  24920, Loss: 5.901, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  26.00 Time: 25:34:06 \n",
      "Ep.:  24930, Loss: 5.643, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 25:34:44 \n",
      "Ep.:  24940, Loss: 6.943, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 25:35:21 \n",
      "Ep.:  24950, Loss: 7.327, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  23.00 Time: 25:35:57 \n",
      "Ep.:  24960, Loss: 6.292, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  23.00 Time: 25:36:35 \n",
      "Ep.:  24970, Loss: 5.618, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  32.00 Time: 25:37:09 \n",
      "Ep.:  24980, Loss: 7.591, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 25:37:47 \n",
      "Ep.:  24990, Loss: 6.260, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 25:38:23 \n",
      "Ep.:  25000, Loss: 4.756, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  23.00 Time: 25:38:57 \n",
      "Ep.:  25010, Loss: 5.769, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  30.00 Time: 25:39:35 \n",
      "Ep.:  25020, Loss: 6.757, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 25:40:09 \n",
      "Ep.:  25030, Loss: 6.152, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  25.00 Time: 25:40:43 \n",
      "Ep.:  25040, Loss: 4.872, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  32.00 Time: 25:41:19 \n",
      "Ep.:  25050, Loss: 6.234, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  26.00 Time: 25:41:56 \n",
      "Ep.:  25060, Loss: 5.806, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 25:42:30 \n",
      "Ep.:  25070, Loss: 6.007, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  22.00 Time: 25:43:04 \n",
      "Ep.:  25080, Loss: 6.128, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 25:43:40 \n",
      "Ep.:  25090, Loss: 6.376, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 25:44:17 \n",
      "Ep.:  25100, Loss: 6.472, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 25:44:52 \n",
      "Ep.:  25110, Loss: 6.967, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  30.00 Time: 25:45:28 \n",
      "Ep.:  25120, Loss: 6.446, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 25:46:04 \n",
      "Ep.:  25130, Loss: 6.554, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  19.00 Time: 25:46:38 \n",
      "Ep.:  25140, Loss: 5.560, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  28.00 Time: 25:47:14 \n",
      "Ep.:  25150, Loss: 4.557, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 25:47:48 \n",
      "Ep.:  25160, Loss: 6.388, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  37.00 Time: 25:48:23 \n",
      "Ep.:  25170, Loss: 7.023, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 25:48:59 \n",
      "Ep.:  25180, Loss: 6.985, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 25:49:38 \n",
      "Ep.:  25190, Loss: 6.617, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  27.00 Time: 25:50:10 \n",
      "Ep.:  25200, Loss: 6.027, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  29.00 Time: 25:50:46 \n",
      "Ep.:  25210, Loss: 6.192, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 25:51:22 \n",
      "Ep.:  25220, Loss: 6.952, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 25:52:00 \n",
      "Ep.:  25230, Loss: 6.397, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  31.00 Time: 25:52:36 \n",
      "Ep.:  25240, Loss: 7.908, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  31.00 Time: 25:53:09 \n",
      "Ep.:  25250, Loss: 7.029, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 25:53:46 \n",
      "Ep.:  25260, Loss: 6.996, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 25:54:20 \n",
      "Ep.:  25270, Loss: 7.270, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  28.00 Time: 25:54:55 \n",
      "Ep.:  25280, Loss: 5.965, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  34.00 Time: 25:55:30 \n",
      "Ep.:  25290, Loss: 6.043, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 25:56:03 \n",
      "Ep.:  25300, Loss: 6.061, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 25:56:39 \n",
      "Ep.:  25310, Loss: 5.020, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 25:57:12 \n",
      "Ep.:  25320, Loss: 6.041, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  23.00 Time: 25:57:47 \n",
      "Ep.:  25330, Loss: 6.619, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 25:58:24 \n",
      "Ep.:  25340, Loss: 6.742, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 25:58:58 \n",
      "Ep.:  25350, Loss: 6.144, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 25:59:35 \n",
      "Ep.:  25360, Loss: 6.346, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  24.00 Time: 26:00:11 \n",
      "Ep.:  25370, Loss: 6.077, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 26:00:46 \n",
      "Ep.:  25380, Loss: 6.117, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  34.00 Time: 26:01:21 \n",
      "Ep.:  25390, Loss: 5.874, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  23.00 Time: 26:01:57 \n",
      "Ep.:  25400, Loss: 5.872, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  32.00 Time: 26:02:34 \n",
      "Ep.:  25410, Loss: 5.608, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 26:03:11 \n",
      "Ep.:  25420, Loss: 5.807, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 26:03:46 \n",
      "Ep.:  25430, Loss: 6.092, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  20.00 Time: 26:04:22 \n",
      "Ep.:  25440, Loss: 6.876, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 26:04:55 \n",
      "Ep.:  25450, Loss: 5.212, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 26:05:32 \n",
      "Ep.:  25460, Loss: 6.056, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 26:06:06 \n",
      "Ep.:  25470, Loss: 5.979, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  22.00 Time: 26:06:43 \n",
      "Ep.:  25480, Loss: 7.054, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  22.00 Time: 26:07:17 \n",
      "Ep.:  25490, Loss: 5.763, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 26:07:56 \n",
      "Ep.:  25500, Loss: 6.204, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 26:08:33 \n",
      "Ep.:  25510, Loss: 5.993, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 26:09:08 \n",
      "Ep.:  25520, Loss: 6.554, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  26.00 Time: 26:09:45 \n",
      "Ep.:  25530, Loss: 6.610, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 26:10:22 \n",
      "Ep.:  25540, Loss: 6.356, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 26:10:57 \n",
      "Ep.:  25550, Loss: 6.550, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 26:11:32 \n",
      "Ep.:  25560, Loss: 5.930, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  23.00 Time: 26:12:10 \n",
      "Ep.:  25570, Loss: 6.519, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 26:12:45 \n",
      "Ep.:  25580, Loss: 7.198, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  23.00 Time: 26:13:20 \n",
      "Ep.:  25590, Loss: 5.975, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  34.00 Time: 26:13:54 \n",
      "Ep.:  25600, Loss: 5.336, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  29.00 Time: 26:14:31 \n",
      "Ep.:  25610, Loss: 5.645, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 26:15:07 \n",
      "Ep.:  25620, Loss: 6.654, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  25.00 Time: 26:15:43 \n",
      "Ep.:  25630, Loss: 5.416, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 26:16:20 \n",
      "Ep.:  25640, Loss: 5.746, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 26:16:57 \n",
      "Ep.:  25650, Loss: 5.819, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  35.00 Time: 26:17:33 \n",
      "Ep.:  25660, Loss: 5.915, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 26:18:10 \n",
      "Ep.:  25670, Loss: 6.883, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  31.00 Time: 26:18:47 \n",
      "Ep.:  25680, Loss: 5.469, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 26:19:22 \n",
      "Ep.:  25690, Loss: 4.870, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  34.00 Time: 26:20:04 \n",
      "Ep.:  25700, Loss: 4.512, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 26:20:40 \n",
      "Ep.:  25710, Loss: 6.756, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 26:21:14 \n",
      "Ep.:  25720, Loss: 6.806, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 26:21:49 \n",
      "Ep.:  25730, Loss: 5.483, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  29.00 Time: 26:22:29 \n",
      "Ep.:  25740, Loss: 5.195, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 26:23:06 \n",
      "Ep.:  25750, Loss: 6.248, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  23.00 Time: 26:23:43 \n",
      "Ep.:  25760, Loss: 6.362, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  36.00 Time: 26:24:28 \n",
      "Ep.:  25770, Loss: 5.913, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 26:25:07 \n",
      "Ep.:  25780, Loss: 6.299, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 26:25:45 \n",
      "Ep.:  25790, Loss: 6.482, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 26:26:27 \n",
      "Ep.:  25800, Loss: 6.135, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 26:27:09 \n",
      "Ep.:  25810, Loss: 6.935, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  27.00 Time: 26:27:47 \n",
      "Ep.:  25820, Loss: 5.251, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  27.00 Time: 26:28:30 \n",
      "Ep.:  25830, Loss: 5.852, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 26:29:10 \n",
      "Ep.:  25840, Loss: 5.648, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 26:29:52 \n",
      "Ep.:  25850, Loss: 5.853, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 26:30:33 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  25860, Loss: 5.678, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 26:31:27 \n",
      "Ep.:  25870, Loss: 6.872, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  31.00 Time: 26:32:07 \n",
      "Ep.:  25880, Loss: 6.609, Avg.Score: 130.00, Avg.LenOfSnake: 10.33, Max.LenOfSnake:  22.00 Time: 26:32:45 \n",
      "Ep.:  25890, Loss: 5.836, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 26:33:22 \n",
      "Ep.:  25900, Loss: 6.102, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  29.00 Time: 26:33:59 \n",
      "Ep.:  25910, Loss: 6.478, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  30.00 Time: 26:34:33 \n",
      "Ep.:  25920, Loss: 5.724, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  38.00 Time: 26:35:12 \n",
      "Ep.:  25930, Loss: 6.084, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 26:35:48 \n",
      "Ep.:  25940, Loss: 5.989, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 26:36:25 \n",
      "Ep.:  25950, Loss: 5.663, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  29.00 Time: 26:37:03 \n",
      "Ep.:  25960, Loss: 5.921, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 26:37:37 \n",
      "Ep.:  25970, Loss: 5.387, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 26:38:15 \n",
      "Ep.:  25980, Loss: 6.337, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  29.00 Time: 26:38:54 \n",
      "Ep.:  25990, Loss: 5.945, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  30.00 Time: 26:39:31 \n",
      "Ep.:  26000, Loss: 7.639, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  30.00 Time: 26:40:08 \n",
      "Ep.:  26010, Loss: 6.362, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  20.00 Time: 26:40:45 \n",
      "Ep.:  26020, Loss: 6.086, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 26:41:19 \n",
      "Ep.:  26030, Loss: 6.153, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  26.00 Time: 26:42:01 \n",
      "Ep.:  26040, Loss: 7.409, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 26:42:37 \n",
      "Ep.:  26050, Loss: 5.765, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  40.00 Time: 26:43:15 \n",
      "Ep.:  26060, Loss: 5.582, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 26:43:50 \n",
      "Ep.:  26070, Loss: 5.936, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 26:44:27 \n",
      "Ep.:  26080, Loss: 5.418, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 26:45:03 \n",
      "Ep.:  26090, Loss: 6.682, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 26:45:41 \n",
      "Ep.:  26100, Loss: 5.972, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  26.00 Time: 26:46:17 \n",
      "Ep.:  26110, Loss: 5.848, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  24.00 Time: 26:46:54 \n",
      "Ep.:  26120, Loss: 6.318, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  33.00 Time: 26:47:31 \n",
      "Ep.:  26130, Loss: 5.896, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 26:48:08 \n",
      "Ep.:  26140, Loss: 5.512, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  34.00 Time: 26:48:53 \n",
      "Ep.:  26150, Loss: 5.728, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  26.00 Time: 26:49:36 \n",
      "Ep.:  26160, Loss: 5.538, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 26:50:14 \n",
      "Ep.:  26170, Loss: 6.556, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 26:50:50 \n",
      "Ep.:  26180, Loss: 5.569, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 26:51:31 \n",
      "Ep.:  26190, Loss: 6.246, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 26:52:11 \n",
      "Ep.:  26200, Loss: 5.822, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 26:52:47 \n",
      "Ep.:  26210, Loss: 5.598, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  22.00 Time: 26:53:22 \n",
      "Ep.:  26220, Loss: 6.609, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 26:54:00 \n",
      "Ep.:  26230, Loss: 5.372, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 26:54:38 \n",
      "Ep.:  26240, Loss: 4.527, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 26:55:16 \n",
      "Ep.:  26250, Loss: 5.265, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 26:56:00 \n",
      "Ep.:  26260, Loss: 5.625, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  22.00 Time: 26:56:37 \n",
      "Ep.:  26270, Loss: 7.900, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 26:57:13 \n",
      "Ep.:  26280, Loss: 6.480, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 26:57:52 \n",
      "Ep.:  26290, Loss: 6.462, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 26:58:30 \n",
      "Ep.:  26300, Loss: 5.496, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 26:59:07 \n",
      "Ep.:  26310, Loss: 7.827, Avg.Score: 142.00, Avg.LenOfSnake: 10.73, Max.LenOfSnake:  20.00 Time: 26:59:43 \n",
      "Ep.:  26320, Loss: 5.880, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  24.00 Time: 27:00:18 \n",
      "Ep.:  26330, Loss: 6.707, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 27:00:53 \n",
      "Ep.:  26340, Loss: 6.402, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 27:01:34 \n",
      "Ep.:  26350, Loss: 5.601, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 27:02:09 \n",
      "Ep.:  26360, Loss: 6.483, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 27:02:47 \n",
      "Ep.:  26370, Loss: 6.492, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 27:03:28 \n",
      "Ep.:  26380, Loss: 4.157, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  22.00 Time: 27:04:09 \n",
      "Ep.:  26390, Loss: 6.046, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 27:04:48 \n",
      "Ep.:  26400, Loss: 5.502, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 27:05:29 \n",
      "Ep.:  26410, Loss: 5.521, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  32.00 Time: 27:06:05 \n",
      "Ep.:  26420, Loss: 6.522, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 27:06:38 \n",
      "Ep.:  26430, Loss: 5.604, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 27:07:12 \n",
      "Ep.:  26440, Loss: 5.792, Avg.Score: 152.00, Avg.LenOfSnake: 11.07, Max.LenOfSnake:  20.00 Time: 27:07:48 \n",
      "Ep.:  26450, Loss: 7.111, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  27.00 Time: 27:08:23 \n",
      "Ep.:  26460, Loss: 6.911, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  18.00 Time: 27:08:58 \n",
      "Ep.:  26470, Loss: 6.890, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 27:09:34 \n",
      "Ep.:  26480, Loss: 5.166, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 27:10:09 \n",
      "Ep.:  26490, Loss: 5.787, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 27:10:47 \n",
      "Ep.:  26500, Loss: 5.541, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 27:11:21 \n",
      "Ep.:  26510, Loss: 5.928, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 27:11:58 \n",
      "Ep.:  26520, Loss: 6.526, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 27:12:33 \n",
      "Ep.:  26530, Loss: 6.728, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 27:13:09 \n",
      "Ep.:  26540, Loss: 5.071, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 27:13:44 \n",
      "Ep.:  26550, Loss: 5.172, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 27:14:20 \n",
      "Ep.:  26560, Loss: 6.459, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  22.00 Time: 27:14:56 \n",
      "Ep.:  26570, Loss: 5.403, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 27:15:32 \n",
      "Ep.:  26580, Loss: 6.064, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 27:16:07 \n",
      "Ep.:  26590, Loss: 6.683, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  35.00 Time: 27:16:43 \n",
      "Ep.:  26600, Loss: 5.950, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 27:17:20 \n",
      "Ep.:  26610, Loss: 5.998, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  23.00 Time: 27:17:55 \n",
      "Ep.:  26620, Loss: 5.449, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 27:18:28 \n",
      "Ep.:  26630, Loss: 5.970, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  31.00 Time: 27:19:03 \n",
      "Ep.:  26640, Loss: 7.317, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 27:19:39 \n",
      "Ep.:  26650, Loss: 5.246, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  30.00 Time: 27:20:25 \n",
      "Ep.:  26660, Loss: 5.365, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 27:21:01 \n",
      "Ep.:  26670, Loss: 5.452, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 27:21:38 \n",
      "Ep.:  26680, Loss: 5.792, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 27:22:16 \n",
      "Ep.:  26690, Loss: 6.479, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  34.00 Time: 27:22:54 \n",
      "Ep.:  26700, Loss: 6.437, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 27:23:27 \n",
      "Ep.:  26710, Loss: 6.291, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 27:24:03 \n",
      "Ep.:  26720, Loss: 5.653, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 27:24:40 \n",
      "Ep.:  26730, Loss: 5.121, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  21.00 Time: 27:25:15 \n",
      "Ep.:  26740, Loss: 5.593, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  31.00 Time: 27:25:51 \n",
      "Ep.:  26750, Loss: 7.157, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  24.00 Time: 27:26:28 \n",
      "Ep.:  26760, Loss: 6.457, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  33.00 Time: 27:27:07 \n",
      "Ep.:  26770, Loss: 5.244, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  33.00 Time: 27:27:51 \n",
      "Ep.:  26780, Loss: 5.668, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 27:28:29 \n",
      "Ep.:  26790, Loss: 6.217, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  43.00 Time: 27:29:05 \n",
      "Ep.:  26800, Loss: 6.477, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  33.00 Time: 27:29:40 \n",
      "Ep.:  26810, Loss: 5.622, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  32.00 Time: 27:30:16 \n",
      "Ep.:  26820, Loss: 6.135, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 27:30:57 \n",
      "Ep.:  26830, Loss: 7.149, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  29.00 Time: 27:31:36 \n",
      "Ep.:  26840, Loss: 6.225, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  25.00 Time: 27:32:13 \n",
      "Ep.:  26850, Loss: 5.655, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  35.00 Time: 27:32:53 \n",
      "Ep.:  26860, Loss: 6.301, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  21.00 Time: 27:33:37 \n",
      "Ep.:  26870, Loss: 6.587, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 27:34:13 \n",
      "Ep.:  26880, Loss: 5.459, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 27:34:51 \n",
      "Ep.:  26890, Loss: 6.380, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  31.00 Time: 27:35:26 \n",
      "Ep.:  26900, Loss: 5.776, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  25.00 Time: 27:36:00 \n",
      "Ep.:  26910, Loss: 5.727, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 27:36:39 \n",
      "Ep.:  26920, Loss: 7.278, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 27:37:14 \n",
      "Ep.:  26930, Loss: 6.628, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 27:37:50 \n",
      "Ep.:  26940, Loss: 5.598, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  30.00 Time: 27:38:24 \n",
      "Ep.:  26950, Loss: 6.253, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 27:39:06 \n",
      "Ep.:  26960, Loss: 4.986, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 27:39:44 \n",
      "Ep.:  26970, Loss: 6.723, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 27:40:22 \n",
      "Ep.:  26980, Loss: 6.519, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 27:40:57 \n",
      "Ep.:  26990, Loss: 7.249, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  32.00 Time: 27:41:35 \n",
      "Ep.:  27000, Loss: 5.777, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 27:42:13 \n",
      "Ep.:  27010, Loss: 5.423, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 27:42:54 \n",
      "Ep.:  27020, Loss: 6.409, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  24.00 Time: 27:43:32 \n",
      "Ep.:  27030, Loss: 6.222, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 27:44:15 \n",
      "Ep.:  27040, Loss: 6.056, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 27:44:50 \n",
      "Ep.:  27050, Loss: 5.696, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 27:45:25 \n",
      "Ep.:  27060, Loss: 6.120, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 27:46:03 \n",
      "Ep.:  27070, Loss: 5.723, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 27:46:38 \n",
      "Ep.:  27080, Loss: 4.901, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 27:47:12 \n",
      "Ep.:  27090, Loss: 5.253, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 27:47:47 \n",
      "Ep.:  27100, Loss: 6.132, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  28.00 Time: 27:48:27 \n",
      "Ep.:  27110, Loss: 5.656, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 27:49:05 \n",
      "Ep.:  27120, Loss: 5.572, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 27:49:39 \n",
      "Ep.:  27130, Loss: 5.549, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  29.00 Time: 27:50:16 \n",
      "Ep.:  27140, Loss: 6.238, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  26.00 Time: 27:50:48 \n",
      "Ep.:  27150, Loss: 6.140, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  27.00 Time: 27:51:23 \n",
      "Ep.:  27160, Loss: 5.654, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  27.00 Time: 27:51:57 \n",
      "Ep.:  27170, Loss: 6.289, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  22.00 Time: 27:52:32 \n",
      "Ep.:  27180, Loss: 6.055, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  30.00 Time: 27:53:06 \n",
      "Ep.:  27190, Loss: 6.220, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 27:53:41 \n",
      "Ep.:  27200, Loss: 6.213, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 27:54:14 \n",
      "Ep.:  27210, Loss: 6.060, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  36.00 Time: 27:54:49 \n",
      "Ep.:  27220, Loss: 6.415, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 27:55:22 \n",
      "Ep.:  27230, Loss: 4.425, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  22.00 Time: 27:55:56 \n",
      "Ep.:  27240, Loss: 5.559, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 27:56:33 \n",
      "Ep.:  27250, Loss: 5.784, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 27:57:07 \n",
      "Ep.:  27260, Loss: 7.006, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  30.00 Time: 27:57:41 \n",
      "Ep.:  27270, Loss: 6.377, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 27:58:17 \n",
      "Ep.:  27280, Loss: 5.608, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  22.00 Time: 27:58:51 \n",
      "Ep.:  27290, Loss: 5.373, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  23.00 Time: 27:59:25 \n",
      "Ep.:  27300, Loss: 5.464, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  22.00 Time: 27:59:58 \n",
      "Ep.:  27310, Loss: 5.011, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 28:00:34 \n",
      "Ep.:  27320, Loss: 7.927, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  34.00 Time: 28:01:10 \n",
      "Ep.:  27330, Loss: 5.775, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  22.00 Time: 28:01:44 \n",
      "Ep.:  27340, Loss: 5.609, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 28:02:16 \n",
      "Ep.:  27350, Loss: 6.839, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 28:02:52 \n",
      "Ep.:  27360, Loss: 5.951, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  24.00 Time: 28:03:28 \n",
      "Ep.:  27370, Loss: 5.292, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  21.00 Time: 28:04:05 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  27380, Loss: 5.338, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  19.00 Time: 28:04:42 \n",
      "Ep.:  27390, Loss: 6.612, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 28:05:19 \n",
      "Ep.:  27400, Loss: 4.624, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 28:05:53 \n",
      "Ep.:  27410, Loss: 6.149, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 28:06:30 \n",
      "Ep.:  27420, Loss: 5.072, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  30.00 Time: 28:07:04 \n",
      "Ep.:  27430, Loss: 5.362, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  20.00 Time: 28:07:41 \n",
      "Ep.:  27440, Loss: 6.770, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 28:08:18 \n",
      "Ep.:  27450, Loss: 5.545, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  33.00 Time: 28:08:56 \n",
      "Ep.:  27460, Loss: 6.512, Avg.Score: 132.00, Avg.LenOfSnake: 10.40, Max.LenOfSnake:  24.00 Time: 28:09:31 \n",
      "Ep.:  27470, Loss: 5.217, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 28:10:10 \n",
      "Ep.:  27480, Loss: 5.928, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 28:10:47 \n",
      "Ep.:  27490, Loss: 5.930, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  21.00 Time: 28:11:23 \n",
      "Ep.:  27500, Loss: 6.261, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  25.00 Time: 28:12:00 \n",
      "Ep.:  27510, Loss: 6.630, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 28:12:38 \n",
      "Ep.:  27520, Loss: 6.354, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 28:13:14 \n",
      "Ep.:  27530, Loss: 7.037, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 28:13:49 \n",
      "Ep.:  27540, Loss: 7.277, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 28:14:21 \n",
      "Ep.:  27550, Loss: 5.606, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 28:14:58 \n",
      "Ep.:  27560, Loss: 6.007, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  30.00 Time: 28:15:34 \n",
      "Ep.:  27570, Loss: 4.977, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 28:16:08 \n",
      "Ep.:  27580, Loss: 5.785, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  27.00 Time: 28:16:43 \n",
      "Ep.:  27590, Loss: 6.813, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  35.00 Time: 28:17:16 \n",
      "Ep.:  27600, Loss: 5.451, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 28:17:53 \n",
      "Ep.:  27610, Loss: 6.013, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  32.00 Time: 28:18:29 \n",
      "Ep.:  27620, Loss: 7.021, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 28:19:03 \n",
      "Ep.:  27630, Loss: 4.776, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  24.00 Time: 28:19:40 \n",
      "Ep.:  27640, Loss: 6.415, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  24.00 Time: 28:20:12 \n",
      "Ep.:  27650, Loss: 6.203, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 28:20:50 \n",
      "Ep.:  27660, Loss: 5.084, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 28:21:29 \n",
      "Ep.:  27670, Loss: 5.900, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 28:22:05 \n",
      "Ep.:  27680, Loss: 5.624, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  28.00 Time: 28:22:41 \n",
      "Ep.:  27690, Loss: 6.401, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 28:23:16 \n",
      "Ep.:  27700, Loss: 6.950, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  24.00 Time: 28:23:48 \n",
      "Ep.:  27710, Loss: 5.705, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  27.00 Time: 28:24:23 \n",
      "Ep.:  27720, Loss: 5.941, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 28:24:58 \n",
      "Ep.:  27730, Loss: 6.286, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 28:25:33 \n",
      "Ep.:  27740, Loss: 6.541, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  31.00 Time: 28:26:10 \n",
      "Ep.:  27750, Loss: 6.449, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  26.00 Time: 28:26:45 \n",
      "Ep.:  27760, Loss: 6.549, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  24.00 Time: 28:27:21 \n",
      "Ep.:  27770, Loss: 5.524, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 28:27:58 \n",
      "Ep.:  27780, Loss: 5.732, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  21.00 Time: 28:28:32 \n",
      "Ep.:  27790, Loss: 5.513, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 28:29:06 \n",
      "Ep.:  27800, Loss: 7.117, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 28:29:42 \n",
      "Ep.:  27810, Loss: 6.803, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  21.00 Time: 28:30:18 \n",
      "Ep.:  27820, Loss: 6.324, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 28:30:53 \n",
      "Ep.:  27830, Loss: 7.401, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 28:31:27 \n",
      "Ep.:  27840, Loss: 6.077, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 28:32:03 \n",
      "Ep.:  27850, Loss: 6.041, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 28:32:37 \n",
      "Ep.:  27860, Loss: 5.859, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 28:33:10 \n",
      "Ep.:  27870, Loss: 6.176, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  27.00 Time: 28:33:46 \n",
      "Ep.:  27880, Loss: 5.586, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 28:34:20 \n",
      "Ep.:  27890, Loss: 6.004, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 28:34:57 \n",
      "Ep.:  27900, Loss: 4.593, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  21.00 Time: 28:35:33 \n",
      "Ep.:  27910, Loss: 6.663, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  23.00 Time: 28:36:13 \n",
      "Ep.:  27920, Loss: 5.540, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  25.00 Time: 28:36:48 \n",
      "Ep.:  27930, Loss: 5.255, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 28:37:22 \n",
      "Ep.:  27940, Loss: 5.709, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 28:37:59 \n",
      "Ep.:  27950, Loss: 6.499, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 28:38:35 \n",
      "Ep.:  27960, Loss: 5.553, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  32.00 Time: 28:39:12 \n",
      "Ep.:  27970, Loss: 5.779, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  32.00 Time: 28:39:48 \n",
      "Ep.:  27980, Loss: 6.491, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 28:40:22 \n",
      "Ep.:  27990, Loss: 7.688, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 28:40:57 \n",
      "Ep.:  28000, Loss: 6.514, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  28.00 Time: 28:41:33 \n",
      "Ep.:  28010, Loss: 6.454, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  23.00 Time: 28:42:06 \n",
      "Ep.:  28020, Loss: 5.956, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  25.00 Time: 28:42:40 \n",
      "Ep.:  28030, Loss: 8.110, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 28:43:16 \n",
      "Ep.:  28040, Loss: 6.367, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 28:43:51 \n",
      "Ep.:  28050, Loss: 5.602, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  30.00 Time: 28:44:25 \n",
      "Ep.:  28060, Loss: 7.072, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  24.00 Time: 28:45:00 \n",
      "Ep.:  28070, Loss: 6.362, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  23.00 Time: 28:45:36 \n",
      "Ep.:  28080, Loss: 6.244, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 28:46:11 \n",
      "Ep.:  28090, Loss: 5.470, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  22.00 Time: 28:46:47 \n",
      "Ep.:  28100, Loss: 5.644, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  40.00 Time: 28:47:23 \n",
      "Ep.:  28110, Loss: 6.157, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  23.00 Time: 28:47:59 \n",
      "Ep.:  28120, Loss: 7.402, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 28:48:34 \n",
      "Ep.:  28130, Loss: 6.713, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  20.00 Time: 28:49:07 \n",
      "Ep.:  28140, Loss: 7.168, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  31.00 Time: 28:49:41 \n",
      "Ep.:  28150, Loss: 5.654, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 28:50:15 \n",
      "Ep.:  28160, Loss: 5.710, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  21.00 Time: 28:50:50 \n",
      "Ep.:  28170, Loss: 4.999, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  33.00 Time: 28:51:31 \n",
      "Ep.:  28180, Loss: 6.140, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  31.00 Time: 28:52:09 \n",
      "Ep.:  28190, Loss: 6.402, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  34.00 Time: 28:52:41 \n",
      "Ep.:  28200, Loss: 6.814, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  34.00 Time: 28:53:18 \n",
      "Ep.:  28210, Loss: 6.352, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 28:53:52 \n",
      "Ep.:  28220, Loss: 5.108, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 28:54:25 \n",
      "Ep.:  28230, Loss: 6.352, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 28:55:01 \n",
      "Ep.:  28240, Loss: 6.619, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  27.00 Time: 28:55:37 \n",
      "Ep.:  28250, Loss: 6.785, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 28:56:11 \n",
      "Ep.:  28260, Loss: 7.026, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 28:56:45 \n",
      "Ep.:  28270, Loss: 5.456, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  23.00 Time: 28:57:19 \n",
      "Ep.:  28280, Loss: 5.215, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  22.00 Time: 28:57:56 \n",
      "Ep.:  28290, Loss: 6.547, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 28:58:30 \n",
      "Ep.:  28300, Loss: 6.320, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 28:59:03 \n",
      "Ep.:  28310, Loss: 5.677, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  26.00 Time: 28:59:40 \n",
      "Ep.:  28320, Loss: 6.898, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 29:00:15 \n",
      "Ep.:  28330, Loss: 6.373, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 29:00:50 \n",
      "Ep.:  28340, Loss: 5.216, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  36.00 Time: 29:01:23 \n",
      "Ep.:  28350, Loss: 5.606, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 29:01:58 \n",
      "Ep.:  28360, Loss: 5.688, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 29:02:32 \n",
      "Ep.:  28370, Loss: 5.517, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  33.00 Time: 29:03:08 \n",
      "Ep.:  28380, Loss: 6.351, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 29:03:50 \n",
      "Ep.:  28390, Loss: 5.568, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  31.00 Time: 29:04:28 \n",
      "Ep.:  28400, Loss: 5.705, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  28.00 Time: 29:05:07 \n",
      "Ep.:  28410, Loss: 6.184, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  30.00 Time: 29:05:45 \n",
      "Ep.:  28420, Loss: 5.484, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  35.00 Time: 29:06:32 \n",
      "Ep.:  28430, Loss: 6.712, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 29:07:24 \n",
      "Ep.:  28440, Loss: 7.332, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 29:08:06 \n",
      "Ep.:  28450, Loss: 6.481, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  23.00 Time: 29:08:44 \n",
      "Ep.:  28460, Loss: 5.561, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  24.00 Time: 29:09:17 \n",
      "Ep.:  28470, Loss: 5.701, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 29:09:53 \n",
      "Ep.:  28480, Loss: 7.091, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  24.00 Time: 29:10:45 \n",
      "Ep.:  28490, Loss: 5.307, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 29:11:18 \n",
      "Ep.:  28500, Loss: 6.143, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  23.00 Time: 29:11:52 \n",
      "Ep.:  28510, Loss: 5.933, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  20.00 Time: 29:12:33 \n",
      "Ep.:  28520, Loss: 6.246, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 29:13:10 \n",
      "Ep.:  28530, Loss: 6.233, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 29:13:49 \n",
      "Ep.:  28540, Loss: 5.695, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 29:14:39 \n",
      "Ep.:  28550, Loss: 5.073, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  29.00 Time: 29:15:15 \n",
      "Ep.:  28560, Loss: 6.608, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  24.00 Time: 29:15:52 \n",
      "Ep.:  28570, Loss: 6.944, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 29:16:45 \n",
      "Ep.:  28580, Loss: 6.064, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 29:17:21 \n",
      "Ep.:  28590, Loss: 6.111, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 29:17:56 \n",
      "Ep.:  28600, Loss: 5.007, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 29:18:32 \n",
      "Ep.:  28610, Loss: 6.990, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 29:19:07 \n",
      "Ep.:  28620, Loss: 6.475, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  27.00 Time: 29:19:48 \n",
      "Ep.:  28630, Loss: 6.903, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 29:20:25 \n",
      "Ep.:  28640, Loss: 7.533, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  32.00 Time: 29:21:02 \n",
      "Ep.:  28650, Loss: 6.180, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 29:21:37 \n",
      "Ep.:  28660, Loss: 6.231, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 29:22:23 \n",
      "Ep.:  28670, Loss: 5.147, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 29:23:09 \n",
      "Ep.:  28680, Loss: 5.553, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 29:23:44 \n",
      "Ep.:  28690, Loss: 5.658, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  28.00 Time: 29:24:20 \n",
      "Ep.:  28700, Loss: 5.878, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  23.00 Time: 29:24:57 \n",
      "Ep.:  28710, Loss: 6.168, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  31.00 Time: 29:25:38 \n",
      "Ep.:  28720, Loss: 6.071, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 29:26:14 \n",
      "Ep.:  28730, Loss: 5.832, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 29:26:57 \n",
      "Ep.:  28740, Loss: 5.263, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 29:27:42 \n",
      "Ep.:  28750, Loss: 6.586, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  22.00 Time: 29:28:22 \n",
      "Ep.:  28760, Loss: 5.035, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  23.00 Time: 29:28:59 \n",
      "Ep.:  28770, Loss: 5.615, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 29:29:36 \n",
      "Ep.:  28780, Loss: 6.955, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 29:30:13 \n",
      "Ep.:  28790, Loss: 5.411, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 29:30:47 \n",
      "Ep.:  28800, Loss: 5.656, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 29:31:21 \n",
      "Ep.:  28810, Loss: 6.737, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 29:32:01 \n",
      "Ep.:  28820, Loss: 6.345, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 29:32:39 \n",
      "Ep.:  28830, Loss: 5.528, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  40.00 Time: 29:33:20 \n",
      "Ep.:  28840, Loss: 6.183, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  28.00 Time: 29:34:01 \n",
      "Ep.:  28850, Loss: 5.110, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 29:34:41 \n",
      "Ep.:  28860, Loss: 5.881, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  29.00 Time: 29:35:17 \n",
      "Ep.:  28870, Loss: 6.600, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  21.00 Time: 29:35:53 \n",
      "Ep.:  28880, Loss: 5.647, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  24.00 Time: 29:36:29 \n",
      "Ep.:  28890, Loss: 6.833, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  25.00 Time: 29:37:11 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  28900, Loss: 6.201, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 29:37:50 \n",
      "Ep.:  28910, Loss: 5.251, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  32.00 Time: 29:38:32 \n",
      "Ep.:  28920, Loss: 5.677, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 29:39:09 \n",
      "Ep.:  28930, Loss: 5.677, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  26.00 Time: 29:39:44 \n",
      "Ep.:  28940, Loss: 6.888, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 29:40:23 \n",
      "Ep.:  28950, Loss: 5.990, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 29:41:01 \n",
      "Ep.:  28960, Loss: 5.215, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  27.00 Time: 29:41:35 \n",
      "Ep.:  28970, Loss: 5.962, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  29.00 Time: 29:42:11 \n",
      "Ep.:  28980, Loss: 6.256, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  23.00 Time: 29:42:48 \n",
      "Ep.:  28990, Loss: 5.053, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 29:43:27 \n",
      "Ep.:  29000, Loss: 5.362, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  32.00 Time: 29:44:03 \n",
      "Ep.:  29010, Loss: 5.294, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 29:44:37 \n",
      "Ep.:  29020, Loss: 5.432, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 29:45:14 \n",
      "Ep.:  29030, Loss: 5.863, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 29:45:50 \n",
      "Ep.:  29040, Loss: 5.394, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 29:46:26 \n",
      "Ep.:  29050, Loss: 7.148, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 29:47:01 \n",
      "Ep.:  29060, Loss: 6.512, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  27.00 Time: 29:47:34 \n",
      "Ep.:  29070, Loss: 6.404, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 29:48:10 \n",
      "Ep.:  29080, Loss: 6.139, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  22.00 Time: 29:48:45 \n",
      "Ep.:  29090, Loss: 7.434, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 29:49:17 \n",
      "Ep.:  29100, Loss: 5.498, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 29:49:55 \n",
      "Ep.:  29110, Loss: 5.569, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 29:50:29 \n",
      "Ep.:  29120, Loss: 6.054, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 29:51:06 \n",
      "Ep.:  29130, Loss: 5.202, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  19.00 Time: 29:51:42 \n",
      "Ep.:  29140, Loss: 5.547, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 29:52:26 \n",
      "Ep.:  29150, Loss: 4.379, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  21.00 Time: 29:53:01 \n",
      "Ep.:  29160, Loss: 6.358, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 29:53:36 \n",
      "Ep.:  29170, Loss: 6.698, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 29:54:15 \n",
      "Ep.:  29180, Loss: 6.047, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  39.00 Time: 29:54:53 \n",
      "Ep.:  29190, Loss: 5.922, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 29:55:27 \n",
      "Ep.:  29200, Loss: 5.762, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 29:56:02 \n",
      "Ep.:  29210, Loss: 6.160, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  27.00 Time: 29:56:38 \n",
      "Ep.:  29220, Loss: 7.133, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  19.00 Time: 29:57:12 \n",
      "Ep.:  29230, Loss: 6.144, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 29:57:48 \n",
      "Ep.:  29240, Loss: 6.302, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  26.00 Time: 29:58:26 \n",
      "Ep.:  29250, Loss: 5.488, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 29:59:01 \n",
      "Ep.:  29260, Loss: 6.211, Avg.Score: 137.00, Avg.LenOfSnake: 10.57, Max.LenOfSnake:  22.00 Time: 29:59:35 \n",
      "Ep.:  29270, Loss: 5.951, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  27.00 Time: 30:00:10 \n",
      "Ep.:  29280, Loss: 5.229, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 30:00:47 \n",
      "Ep.:  29290, Loss: 5.945, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 30:01:20 \n",
      "Ep.:  29300, Loss: 5.659, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 30:01:59 \n",
      "Ep.:  29310, Loss: 6.026, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  28.00 Time: 30:02:35 \n",
      "Ep.:  29320, Loss: 5.586, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  23.00 Time: 30:03:12 \n",
      "Ep.:  29330, Loss: 6.362, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 30:03:49 \n",
      "Ep.:  29340, Loss: 6.057, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 30:04:26 \n",
      "Ep.:  29350, Loss: 5.929, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  32.00 Time: 30:05:03 \n",
      "Ep.:  29360, Loss: 5.143, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  30.00 Time: 30:05:37 \n",
      "Ep.:  29370, Loss: 5.884, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  31.00 Time: 30:06:14 \n",
      "Ep.:  29380, Loss: 6.252, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  37.00 Time: 30:06:52 \n",
      "Ep.:  29390, Loss: 5.791, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  24.00 Time: 30:07:26 \n",
      "Ep.:  29400, Loss: 6.278, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  22.00 Time: 30:08:07 \n",
      "Ep.:  29410, Loss: 5.272, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 30:08:41 \n",
      "Ep.:  29420, Loss: 6.669, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  27.00 Time: 30:09:20 \n",
      "Ep.:  29430, Loss: 4.812, Avg.Score: 150.00, Avg.LenOfSnake: 11.00, Max.LenOfSnake:  26.00 Time: 30:09:55 \n",
      "Ep.:  29440, Loss: 6.174, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  25.00 Time: 30:10:29 \n",
      "Ep.:  29450, Loss: 5.989, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 30:11:03 \n",
      "Ep.:  29460, Loss: 6.217, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 30:11:35 \n",
      "Ep.:  29470, Loss: 5.494, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  27.00 Time: 30:12:08 \n",
      "Ep.:  29480, Loss: 6.366, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 30:12:43 \n",
      "Ep.:  29490, Loss: 5.765, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 30:13:17 \n",
      "Ep.:  29500, Loss: 6.347, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 30:13:55 \n",
      "Ep.:  29510, Loss: 5.265, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  27.00 Time: 30:14:34 \n",
      "Ep.:  29520, Loss: 6.244, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  33.00 Time: 30:15:12 \n",
      "Ep.:  29530, Loss: 6.980, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 30:15:47 \n",
      "Ep.:  29540, Loss: 5.358, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  26.00 Time: 30:16:29 \n",
      "Ep.:  29550, Loss: 5.130, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  25.00 Time: 30:17:11 \n",
      "Ep.:  29560, Loss: 6.925, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  23.00 Time: 30:18:01 \n",
      "Ep.:  29570, Loss: 6.149, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  25.00 Time: 30:18:40 \n",
      "Ep.:  29580, Loss: 5.557, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  25.00 Time: 30:19:18 \n",
      "Ep.:  29590, Loss: 5.536, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 30:19:55 \n",
      "Ep.:  29600, Loss: 5.868, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 30:20:37 \n",
      "Ep.:  29610, Loss: 6.514, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  23.00 Time: 30:21:17 \n",
      "Ep.:  29620, Loss: 5.015, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 30:22:01 \n",
      "Ep.:  29630, Loss: 5.742, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 30:22:42 \n",
      "Ep.:  29640, Loss: 5.828, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  26.00 Time: 30:23:25 \n",
      "Ep.:  29650, Loss: 4.553, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  28.00 Time: 30:24:05 \n",
      "Ep.:  29660, Loss: 4.723, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 30:24:46 \n",
      "Ep.:  29670, Loss: 5.032, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  33.00 Time: 30:25:26 \n",
      "Ep.:  29680, Loss: 5.615, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  33.00 Time: 30:26:05 \n",
      "Ep.:  29690, Loss: 4.733, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 30:26:49 \n",
      "Ep.:  29700, Loss: 5.693, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 30:27:39 \n",
      "Ep.:  29710, Loss: 7.447, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 30:28:24 \n",
      "Ep.:  29720, Loss: 7.120, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  30.00 Time: 30:29:11 \n",
      "Ep.:  29730, Loss: 4.857, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  21.00 Time: 30:29:57 \n",
      "Ep.:  29740, Loss: 5.527, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  24.00 Time: 30:30:38 \n",
      "Ep.:  29750, Loss: 6.579, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 30:31:17 \n",
      "Ep.:  29760, Loss: 7.031, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  25.00 Time: 30:31:58 \n",
      "Ep.:  29770, Loss: 6.468, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 30:32:45 \n",
      "Ep.:  29780, Loss: 5.669, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  32.00 Time: 30:33:28 \n",
      "Ep.:  29790, Loss: 6.762, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 30:34:06 \n",
      "Ep.:  29800, Loss: 6.717, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 30:34:48 \n",
      "Ep.:  29810, Loss: 5.783, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  22.00 Time: 30:35:33 \n",
      "Ep.:  29820, Loss: 6.026, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  31.00 Time: 30:36:19 \n",
      "Ep.:  29830, Loss: 5.845, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 30:37:02 \n",
      "Ep.:  29840, Loss: 6.872, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  29.00 Time: 30:37:44 \n",
      "Ep.:  29850, Loss: 5.299, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 30:38:23 \n",
      "Ep.:  29860, Loss: 5.147, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  26.00 Time: 30:39:12 \n",
      "Ep.:  29870, Loss: 5.978, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  25.00 Time: 30:39:53 \n",
      "Ep.:  29880, Loss: 5.729, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  24.00 Time: 30:40:42 \n",
      "Ep.:  29890, Loss: 5.244, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  36.00 Time: 30:41:19 \n",
      "Ep.:  29900, Loss: 5.800, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 30:41:57 \n",
      "Ep.:  29910, Loss: 6.267, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 30:42:39 \n",
      "Ep.:  29920, Loss: 5.836, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  29.00 Time: 30:43:19 \n",
      "Ep.:  29930, Loss: 6.808, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  24.00 Time: 30:43:55 \n",
      "Ep.:  29940, Loss: 5.101, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  26.00 Time: 30:44:31 \n",
      "Ep.:  29950, Loss: 6.799, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 30:45:08 \n",
      "Ep.:  29960, Loss: 5.195, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 30:45:46 \n",
      "Ep.:  29970, Loss: 6.190, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 30:46:26 \n",
      "Ep.:  29980, Loss: 6.918, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  23.00 Time: 30:47:05 \n",
      "Ep.:  29990, Loss: 6.442, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 30:47:42 \n",
      "Ep.:  30000, Loss: 5.456, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  21.00 Time: 30:48:20 \n",
      "Ep.:  30010, Loss: 5.413, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  30.00 Time: 30:48:56 \n",
      "Ep.:  30020, Loss: 5.810, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 30:49:35 \n",
      "Ep.:  30030, Loss: 6.235, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 30:50:11 \n",
      "Ep.:  30040, Loss: 6.484, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 30:50:48 \n",
      "Ep.:  30050, Loss: 6.750, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  23.00 Time: 30:51:22 \n",
      "Ep.:  30060, Loss: 5.265, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 30:52:00 \n",
      "Ep.:  30070, Loss: 5.953, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  23.00 Time: 30:52:42 \n",
      "Ep.:  30080, Loss: 6.253, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 30:53:19 \n",
      "Ep.:  30090, Loss: 5.024, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  29.00 Time: 30:53:54 \n",
      "Ep.:  30100, Loss: 7.276, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  23.00 Time: 30:54:29 \n",
      "Ep.:  30110, Loss: 6.857, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 30:55:05 \n",
      "Ep.:  30120, Loss: 6.337, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 30:55:41 \n",
      "Ep.:  30130, Loss: 5.919, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 30:56:14 \n",
      "Ep.:  30140, Loss: 6.903, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 30:56:52 \n",
      "Ep.:  30150, Loss: 5.816, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 30:57:28 \n",
      "Ep.:  30160, Loss: 5.728, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 30:58:04 \n",
      "Ep.:  30170, Loss: 7.461, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  22.00 Time: 30:58:41 \n",
      "Ep.:  30180, Loss: 6.414, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  32.00 Time: 30:59:15 \n",
      "Ep.:  30190, Loss: 5.257, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  32.00 Time: 30:59:50 \n",
      "Ep.:  30200, Loss: 5.865, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  28.00 Time: 31:00:25 \n",
      "Ep.:  30210, Loss: 6.182, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  24.00 Time: 31:00:58 \n",
      "Ep.:  30220, Loss: 5.398, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  28.00 Time: 31:01:34 \n",
      "Ep.:  30230, Loss: 6.248, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  39.00 Time: 31:02:09 \n",
      "Ep.:  30240, Loss: 5.405, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 31:02:43 \n",
      "Ep.:  30250, Loss: 7.113, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  23.00 Time: 31:03:17 \n",
      "Ep.:  30260, Loss: 6.828, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 31:03:54 \n",
      "Ep.:  30270, Loss: 7.060, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  22.00 Time: 31:04:29 \n",
      "Ep.:  30280, Loss: 5.369, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 31:05:06 \n",
      "Ep.:  30290, Loss: 5.730, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  23.00 Time: 31:05:40 \n",
      "Ep.:  30300, Loss: 6.141, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  32.00 Time: 31:06:14 \n",
      "Ep.:  30310, Loss: 5.607, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 31:06:50 \n",
      "Ep.:  30320, Loss: 6.282, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 31:07:26 \n",
      "Ep.:  30330, Loss: 6.714, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  31.00 Time: 31:08:00 \n",
      "Ep.:  30340, Loss: 5.254, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  33.00 Time: 31:08:34 \n",
      "Ep.:  30350, Loss: 6.876, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 31:09:09 \n",
      "Ep.:  30360, Loss: 5.096, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  22.00 Time: 31:09:45 \n",
      "Ep.:  30370, Loss: 5.897, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  33.00 Time: 31:10:19 \n",
      "Ep.:  30380, Loss: 5.920, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 31:10:54 \n",
      "Ep.:  30390, Loss: 6.378, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  34.00 Time: 31:11:29 \n",
      "Ep.:  30400, Loss: 6.046, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 31:12:05 \n",
      "Ep.:  30410, Loss: 5.953, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  27.00 Time: 31:12:39 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  30420, Loss: 6.184, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  32.00 Time: 31:13:13 \n",
      "Ep.:  30430, Loss: 6.277, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 31:13:50 \n",
      "Ep.:  30440, Loss: 5.843, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  22.00 Time: 31:14:27 \n",
      "Ep.:  30450, Loss: 5.254, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  36.00 Time: 31:15:01 \n",
      "Ep.:  30460, Loss: 5.768, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 31:15:37 \n",
      "Ep.:  30470, Loss: 5.987, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  33.00 Time: 31:16:14 \n",
      "Ep.:  30480, Loss: 8.019, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  24.00 Time: 31:16:47 \n",
      "Ep.:  30490, Loss: 5.240, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 31:17:22 \n",
      "Ep.:  30500, Loss: 6.633, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 31:17:58 \n",
      "Ep.:  30510, Loss: 5.506, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  24.00 Time: 31:18:35 \n",
      "Ep.:  30520, Loss: 6.174, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  22.00 Time: 31:19:17 \n",
      "Ep.:  30530, Loss: 6.280, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 31:19:57 \n",
      "Ep.:  30540, Loss: 5.247, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 31:20:38 \n",
      "Ep.:  30550, Loss: 6.116, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  28.00 Time: 31:21:20 \n",
      "Ep.:  30560, Loss: 4.828, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  27.00 Time: 31:21:59 \n",
      "Ep.:  30570, Loss: 7.009, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 31:22:43 \n",
      "Ep.:  30580, Loss: 6.652, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  31.00 Time: 31:23:33 \n",
      "Ep.:  30590, Loss: 6.461, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  24.00 Time: 31:24:11 \n",
      "Ep.:  30600, Loss: 6.464, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  34.00 Time: 31:24:52 \n",
      "Ep.:  30610, Loss: 5.353, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 31:25:29 \n",
      "Ep.:  30620, Loss: 7.005, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  34.00 Time: 31:26:06 \n",
      "Ep.:  30630, Loss: 6.592, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 31:26:44 \n",
      "Ep.:  30640, Loss: 6.251, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  28.00 Time: 31:27:23 \n",
      "Ep.:  30650, Loss: 5.158, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  26.00 Time: 31:28:01 \n",
      "Ep.:  30660, Loss: 6.010, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 31:28:37 \n",
      "Ep.:  30670, Loss: 6.758, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  33.00 Time: 31:29:15 \n",
      "Ep.:  30680, Loss: 6.846, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 31:29:52 \n",
      "Ep.:  30690, Loss: 5.591, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 31:30:29 \n",
      "Ep.:  30700, Loss: 6.041, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 31:31:05 \n",
      "Ep.:  30710, Loss: 5.589, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  25.00 Time: 31:31:44 \n",
      "Ep.:  30720, Loss: 6.218, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  24.00 Time: 31:32:20 \n",
      "Ep.:  30730, Loss: 7.241, Avg.Score: 161.00, Avg.LenOfSnake: 11.37, Max.LenOfSnake:  27.00 Time: 31:32:58 \n",
      "Ep.:  30740, Loss: 6.281, Avg.Score: 119.00, Avg.LenOfSnake: 9.97, Max.LenOfSnake:  17.00 Time: 31:33:33 \n",
      "Ep.:  30750, Loss: 7.177, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  32.00 Time: 31:34:14 \n",
      "Ep.:  30760, Loss: 6.440, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 31:34:58 \n",
      "Ep.:  30770, Loss: 6.345, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  27.00 Time: 31:35:35 \n",
      "Ep.:  30780, Loss: 7.089, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 31:36:14 \n",
      "Ep.:  30790, Loss: 8.010, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 31:36:52 \n",
      "Ep.:  30800, Loss: 6.296, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  30.00 Time: 31:37:28 \n",
      "Ep.:  30810, Loss: 5.399, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 31:38:05 \n",
      "Ep.:  30820, Loss: 6.409, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  22.00 Time: 31:38:42 \n",
      "Ep.:  30830, Loss: 6.937, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 31:39:21 \n",
      "Ep.:  30840, Loss: 5.623, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 31:39:57 \n",
      "Ep.:  30850, Loss: 6.314, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  23.00 Time: 31:40:33 \n",
      "Ep.:  30860, Loss: 6.368, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  32.00 Time: 31:41:09 \n",
      "Ep.:  30870, Loss: 5.793, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  28.00 Time: 31:41:48 \n",
      "Ep.:  30880, Loss: 6.543, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  23.00 Time: 31:42:23 \n",
      "Ep.:  30890, Loss: 4.592, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  22.00 Time: 31:43:02 \n",
      "Ep.:  30900, Loss: 5.494, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 31:43:42 \n",
      "Ep.:  30910, Loss: 5.214, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 31:44:22 \n",
      "Ep.:  30920, Loss: 5.804, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 31:44:58 \n",
      "Ep.:  30930, Loss: 5.249, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 31:45:35 \n",
      "Ep.:  30940, Loss: 5.589, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 31:46:15 \n",
      "Ep.:  30950, Loss: 6.206, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 31:46:52 \n",
      "Ep.:  30960, Loss: 5.783, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  22.00 Time: 31:47:32 \n",
      "Ep.:  30970, Loss: 6.796, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  31.00 Time: 31:48:10 \n",
      "Ep.:  30980, Loss: 5.991, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 31:48:49 \n",
      "Ep.:  30990, Loss: 5.883, Avg.Score: 153.00, Avg.LenOfSnake: 11.10, Max.LenOfSnake:  22.00 Time: 31:49:25 \n",
      "Ep.:  31000, Loss: 5.332, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 31:50:03 \n",
      "Ep.:  31010, Loss: 6.076, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  28.00 Time: 31:50:43 \n",
      "Ep.:  31020, Loss: 6.130, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 31:51:22 \n",
      "Ep.:  31030, Loss: 4.551, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 31:51:59 \n",
      "Ep.:  31040, Loss: 4.947, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 31:52:37 \n",
      "Ep.:  31050, Loss: 5.799, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  32.00 Time: 31:53:15 \n",
      "Ep.:  31060, Loss: 6.534, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  26.00 Time: 31:53:52 \n",
      "Ep.:  31070, Loss: 6.291, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  30.00 Time: 31:54:31 \n",
      "Ep.:  31080, Loss: 6.310, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  27.00 Time: 31:55:08 \n",
      "Ep.:  31090, Loss: 4.899, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  24.00 Time: 31:55:49 \n",
      "Ep.:  31100, Loss: 5.793, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  33.00 Time: 31:56:29 \n",
      "Ep.:  31110, Loss: 5.861, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  36.00 Time: 31:57:05 \n",
      "Ep.:  31120, Loss: 7.899, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  23.00 Time: 31:57:40 \n",
      "Ep.:  31130, Loss: 4.354, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  24.00 Time: 31:58:16 \n",
      "Ep.:  31140, Loss: 6.335, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 31:58:55 \n",
      "Ep.:  31150, Loss: 7.574, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 31:59:30 \n",
      "Ep.:  31160, Loss: 6.130, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 32:00:09 \n",
      "Ep.:  31170, Loss: 5.777, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 32:00:47 \n",
      "Ep.:  31180, Loss: 5.942, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 32:01:27 \n",
      "Ep.:  31190, Loss: 5.128, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  30.00 Time: 32:02:03 \n",
      "Ep.:  31200, Loss: 4.764, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  29.00 Time: 32:02:45 \n",
      "Ep.:  31210, Loss: 6.085, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 32:03:23 \n",
      "Ep.:  31220, Loss: 5.676, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  33.00 Time: 32:04:05 \n",
      "Ep.:  31230, Loss: 6.096, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 32:04:46 \n",
      "Ep.:  31240, Loss: 5.575, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  34.00 Time: 32:05:26 \n",
      "Ep.:  31250, Loss: 5.998, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 32:06:03 \n",
      "Ep.:  31260, Loss: 5.897, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  27.00 Time: 32:06:39 \n",
      "Ep.:  31270, Loss: 6.399, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 32:07:20 \n",
      "Ep.:  31280, Loss: 6.000, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  34.00 Time: 32:08:16 \n",
      "Ep.:  31290, Loss: 5.991, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  26.00 Time: 32:08:51 \n",
      "Ep.:  31300, Loss: 5.196, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  29.00 Time: 32:09:26 \n",
      "Ep.:  31310, Loss: 5.647, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 32:09:58 \n",
      "Ep.:  31320, Loss: 7.281, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  26.00 Time: 32:10:32 \n",
      "Ep.:  31330, Loss: 6.110, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  34.00 Time: 32:11:07 \n",
      "Ep.:  31340, Loss: 6.972, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  31.00 Time: 32:11:42 \n",
      "Ep.:  31350, Loss: 6.214, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 32:12:19 \n",
      "Ep.:  31360, Loss: 6.901, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 32:12:54 \n",
      "Ep.:  31370, Loss: 5.725, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  25.00 Time: 32:13:29 \n",
      "Ep.:  31380, Loss: 5.463, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  35.00 Time: 32:14:04 \n",
      "Ep.:  31390, Loss: 5.914, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  29.00 Time: 32:14:41 \n",
      "Ep.:  31400, Loss: 5.918, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 32:15:14 \n",
      "Ep.:  31410, Loss: 6.759, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  35.00 Time: 32:15:50 \n",
      "Ep.:  31420, Loss: 6.805, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  21.00 Time: 32:16:27 \n",
      "Ep.:  31430, Loss: 4.941, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 32:17:04 \n",
      "Ep.:  31440, Loss: 5.005, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  20.00 Time: 32:17:37 \n",
      "Ep.:  31450, Loss: 6.475, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 32:18:11 \n",
      "Ep.:  31460, Loss: 5.307, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  26.00 Time: 32:18:47 \n",
      "Ep.:  31470, Loss: 5.651, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 32:19:21 \n",
      "Ep.:  31480, Loss: 6.001, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  32.00 Time: 32:19:56 \n",
      "Ep.:  31490, Loss: 6.416, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 32:20:32 \n",
      "Ep.:  31500, Loss: 6.091, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 32:21:06 \n",
      "Ep.:  31510, Loss: 6.381, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 32:21:42 \n",
      "Ep.:  31520, Loss: 6.327, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  22.00 Time: 32:22:15 \n",
      "Ep.:  31530, Loss: 5.496, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  34.00 Time: 32:22:51 \n",
      "Ep.:  31540, Loss: 5.365, Avg.Score: 224.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  23.00 Time: 32:23:24 \n",
      "Ep.:  31550, Loss: 6.753, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 32:23:59 \n",
      "Ep.:  31560, Loss: 5.196, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 32:24:33 \n",
      "Ep.:  31570, Loss: 5.486, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 32:25:07 \n",
      "Ep.:  31580, Loss: 6.693, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 32:25:40 \n",
      "Ep.:  31590, Loss: 5.264, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 32:26:16 \n",
      "Ep.:  31600, Loss: 5.857, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 32:26:52 \n",
      "Ep.:  31610, Loss: 6.327, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 32:27:29 \n",
      "Ep.:  31620, Loss: 7.057, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  27.00 Time: 32:28:04 \n",
      "Ep.:  31630, Loss: 7.084, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  28.00 Time: 32:28:41 \n",
      "Ep.:  31640, Loss: 6.002, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 32:29:15 \n",
      "Ep.:  31650, Loss: 5.505, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 32:29:50 \n",
      "Ep.:  31660, Loss: 6.708, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  18.00 Time: 32:30:29 \n",
      "Ep.:  31670, Loss: 6.840, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  25.00 Time: 32:31:05 \n",
      "Ep.:  31680, Loss: 6.248, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 32:31:44 \n",
      "Ep.:  31690, Loss: 4.949, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  32.00 Time: 32:32:20 \n",
      "Ep.:  31700, Loss: 4.646, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  37.00 Time: 32:33:03 \n",
      "Ep.:  31710, Loss: 5.601, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  28.00 Time: 32:33:41 \n",
      "Ep.:  31720, Loss: 5.694, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 32:34:19 \n",
      "Ep.:  31730, Loss: 6.175, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  24.00 Time: 32:34:53 \n",
      "Ep.:  31740, Loss: 6.059, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  26.00 Time: 32:35:30 \n",
      "Ep.:  31750, Loss: 7.279, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  34.00 Time: 32:36:06 \n",
      "Ep.:  31760, Loss: 6.543, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 32:36:48 \n",
      "Ep.:  31770, Loss: 5.869, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 32:37:25 \n",
      "Ep.:  31780, Loss: 5.817, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 32:38:01 \n",
      "Ep.:  31790, Loss: 6.959, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  25.00 Time: 32:38:39 \n",
      "Ep.:  31800, Loss: 5.116, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  30.00 Time: 32:39:16 \n",
      "Ep.:  31810, Loss: 6.240, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  28.00 Time: 32:39:56 \n",
      "Ep.:  31820, Loss: 6.765, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  28.00 Time: 32:40:35 \n",
      "Ep.:  31830, Loss: 6.306, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  24.00 Time: 32:41:10 \n",
      "Ep.:  31840, Loss: 5.858, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  31.00 Time: 32:41:48 \n",
      "Ep.:  31850, Loss: 4.445, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 32:42:25 \n",
      "Ep.:  31860, Loss: 6.111, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  35.00 Time: 32:43:01 \n",
      "Ep.:  31870, Loss: 5.383, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 32:43:37 \n",
      "Ep.:  31880, Loss: 5.322, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 32:44:15 \n",
      "Ep.:  31890, Loss: 6.519, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 32:44:52 \n",
      "Ep.:  31900, Loss: 5.192, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  28.00 Time: 32:45:27 \n",
      "Ep.:  31910, Loss: 6.376, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  31.00 Time: 32:46:06 \n",
      "Ep.:  31920, Loss: 6.484, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 32:46:42 \n",
      "Ep.:  31930, Loss: 5.888, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  26.00 Time: 32:47:21 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  31940, Loss: 5.635, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  25.00 Time: 32:47:58 \n",
      "Ep.:  31950, Loss: 5.884, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  35.00 Time: 32:48:37 \n",
      "Ep.:  31960, Loss: 6.677, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  31.00 Time: 32:49:12 \n",
      "Ep.:  31970, Loss: 6.434, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 32:49:47 \n",
      "Ep.:  31980, Loss: 5.865, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  33.00 Time: 32:50:26 \n",
      "Ep.:  31990, Loss: 5.182, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 32:51:02 \n",
      "Ep.:  32000, Loss: 6.115, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 32:51:39 \n",
      "Ep.:  32010, Loss: 6.492, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 32:52:15 \n",
      "Ep.:  32020, Loss: 6.394, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  30.00 Time: 32:52:50 \n",
      "Ep.:  32030, Loss: 5.250, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 32:53:27 \n",
      "Ep.:  32040, Loss: 5.389, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 32:54:03 \n",
      "Ep.:  32050, Loss: 5.097, Avg.Score: 343.00, Avg.LenOfSnake: 17.43, Max.LenOfSnake:  29.00 Time: 32:54:38 \n",
      "Ep.:  32060, Loss: 5.741, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  32.00 Time: 32:55:16 \n",
      "Ep.:  32070, Loss: 6.522, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  28.00 Time: 32:55:54 \n",
      "Ep.:  32080, Loss: 6.168, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 32:56:29 \n",
      "Ep.:  32090, Loss: 6.752, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 32:57:06 \n",
      "Ep.:  32100, Loss: 6.230, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  34.00 Time: 32:57:42 \n",
      "Ep.:  32110, Loss: 5.709, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 32:58:16 \n",
      "Ep.:  32120, Loss: 5.479, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 32:58:53 \n",
      "Ep.:  32130, Loss: 6.251, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 32:59:29 \n",
      "Ep.:  32140, Loss: 5.178, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  31.00 Time: 33:00:05 \n",
      "Ep.:  32150, Loss: 6.939, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  23.00 Time: 33:00:41 \n",
      "Ep.:  32160, Loss: 5.805, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 33:01:17 \n",
      "Ep.:  32170, Loss: 6.101, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  29.00 Time: 33:01:54 \n",
      "Ep.:  32180, Loss: 7.121, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  22.00 Time: 33:02:28 \n",
      "Ep.:  32190, Loss: 5.801, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 33:03:03 \n",
      "Ep.:  32200, Loss: 7.068, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 33:03:41 \n",
      "Ep.:  32210, Loss: 7.637, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  35.00 Time: 33:04:15 \n",
      "Ep.:  32220, Loss: 5.876, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 33:04:51 \n",
      "Ep.:  32230, Loss: 4.894, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  24.00 Time: 33:05:25 \n",
      "Ep.:  32240, Loss: 5.556, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 33:05:59 \n",
      "Ep.:  32250, Loss: 5.658, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 33:06:33 \n",
      "Ep.:  32260, Loss: 6.162, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 33:07:08 \n",
      "Ep.:  32270, Loss: 5.265, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 33:07:44 \n",
      "Ep.:  32280, Loss: 4.772, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 33:08:26 \n",
      "Ep.:  32290, Loss: 6.364, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  25.00 Time: 33:09:03 \n",
      "Ep.:  32300, Loss: 5.914, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  29.00 Time: 33:09:39 \n",
      "Ep.:  32310, Loss: 5.087, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  33.00 Time: 33:10:20 \n",
      "Ep.:  32320, Loss: 6.274, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 33:10:55 \n",
      "Ep.:  32330, Loss: 5.168, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 33:11:32 \n",
      "Ep.:  32340, Loss: 5.412, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 33:12:07 \n",
      "Ep.:  32350, Loss: 6.230, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 33:12:53 \n",
      "Ep.:  32360, Loss: 4.962, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 33:13:36 \n",
      "Ep.:  32370, Loss: 5.919, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  25.00 Time: 33:14:11 \n",
      "Ep.:  32380, Loss: 6.470, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  30.00 Time: 33:14:49 \n",
      "Ep.:  32390, Loss: 6.262, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  36.00 Time: 33:15:56 \n",
      "Ep.:  32400, Loss: 5.642, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 33:16:33 \n",
      "Ep.:  32410, Loss: 6.796, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 33:17:12 \n",
      "Ep.:  32420, Loss: 5.483, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 33:17:48 \n",
      "Ep.:  32430, Loss: 5.696, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 33:18:26 \n",
      "Ep.:  32440, Loss: 4.675, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 33:19:01 \n",
      "Ep.:  32450, Loss: 6.614, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 33:19:35 \n",
      "Ep.:  32460, Loss: 5.572, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  29.00 Time: 33:20:10 \n",
      "Ep.:  32470, Loss: 5.793, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 33:20:44 \n",
      "Ep.:  32480, Loss: 5.733, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  33.00 Time: 33:21:19 \n",
      "Ep.:  32490, Loss: 5.962, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  36.00 Time: 33:21:55 \n",
      "Ep.:  32500, Loss: 5.871, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 33:22:31 \n",
      "Ep.:  32510, Loss: 5.218, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 33:23:06 \n",
      "Ep.:  32520, Loss: 5.408, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  32.00 Time: 33:23:42 \n",
      "Ep.:  32530, Loss: 7.342, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 33:24:15 \n",
      "Ep.:  32540, Loss: 6.273, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 33:24:52 \n",
      "Ep.:  32550, Loss: 6.180, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  19.00 Time: 33:25:29 \n",
      "Ep.:  32560, Loss: 7.378, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 33:26:05 \n",
      "Ep.:  32570, Loss: 5.519, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  29.00 Time: 33:26:36 \n",
      "Ep.:  32580, Loss: 5.513, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 33:27:12 \n",
      "Ep.:  32590, Loss: 5.960, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 33:27:50 \n",
      "Ep.:  32600, Loss: 5.395, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 33:28:28 \n",
      "Ep.:  32610, Loss: 5.199, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  30.00 Time: 33:29:05 \n",
      "Ep.:  32620, Loss: 4.801, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 33:29:41 \n",
      "Ep.:  32630, Loss: 7.308, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 33:30:15 \n",
      "Ep.:  32640, Loss: 5.164, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  28.00 Time: 33:30:49 \n",
      "Ep.:  32650, Loss: 5.602, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 33:31:23 \n",
      "Ep.:  32660, Loss: 5.811, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  34.00 Time: 33:31:57 \n",
      "Ep.:  32670, Loss: 7.715, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  26.00 Time: 33:32:33 \n",
      "Ep.:  32680, Loss: 6.253, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 33:33:07 \n",
      "Ep.:  32690, Loss: 6.572, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 33:33:44 \n",
      "Ep.:  32700, Loss: 5.924, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 33:34:24 \n",
      "Ep.:  32710, Loss: 6.223, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 33:35:01 \n",
      "Ep.:  32720, Loss: 5.685, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 33:35:37 \n",
      "Ep.:  32730, Loss: 5.668, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 33:36:11 \n",
      "Ep.:  32740, Loss: 6.333, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 33:36:47 \n",
      "Ep.:  32750, Loss: 5.825, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 33:37:23 \n",
      "Ep.:  32760, Loss: 4.801, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 33:37:58 \n",
      "Ep.:  32770, Loss: 5.508, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 33:38:33 \n",
      "Ep.:  32780, Loss: 6.910, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 33:39:07 \n",
      "Ep.:  32790, Loss: 5.548, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 33:39:41 \n",
      "Ep.:  32800, Loss: 5.926, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 33:40:16 \n",
      "Ep.:  32810, Loss: 5.631, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 33:40:53 \n",
      "Ep.:  32820, Loss: 6.041, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  23.00 Time: 33:41:26 \n",
      "Ep.:  32830, Loss: 5.917, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  23.00 Time: 33:42:01 \n",
      "Ep.:  32840, Loss: 5.272, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 33:42:38 \n",
      "Ep.:  32850, Loss: 5.966, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  26.00 Time: 33:43:12 \n",
      "Ep.:  32860, Loss: 5.891, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 33:43:51 \n",
      "Ep.:  32870, Loss: 5.496, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  25.00 Time: 33:44:28 \n",
      "Ep.:  32880, Loss: 5.995, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 33:45:05 \n",
      "Ep.:  32890, Loss: 5.632, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 33:45:41 \n",
      "Ep.:  32900, Loss: 7.530, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  23.00 Time: 33:46:31 \n",
      "Ep.:  32910, Loss: 5.420, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 33:47:08 \n",
      "Ep.:  32920, Loss: 6.376, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 33:47:45 \n",
      "Ep.:  32930, Loss: 6.126, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 33:48:21 \n",
      "Ep.:  32940, Loss: 6.200, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  19.00 Time: 33:48:52 \n",
      "Ep.:  32950, Loss: 6.236, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 33:49:28 \n",
      "Ep.:  32960, Loss: 5.426, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 33:50:03 \n",
      "Ep.:  32970, Loss: 7.043, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 33:50:37 \n",
      "Ep.:  32980, Loss: 5.360, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  32.00 Time: 33:51:14 \n",
      "Ep.:  32990, Loss: 5.238, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 33:51:51 \n",
      "Ep.:  33000, Loss: 6.168, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  37.00 Time: 33:52:28 \n",
      "Ep.:  33010, Loss: 7.433, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 33:53:06 \n",
      "Ep.:  33020, Loss: 6.628, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 33:53:40 \n",
      "Ep.:  33030, Loss: 5.343, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 33:54:19 \n",
      "Ep.:  33040, Loss: 5.301, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 33:54:56 \n",
      "Ep.:  33050, Loss: 6.312, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 33:55:34 \n",
      "Ep.:  33060, Loss: 5.432, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  28.00 Time: 33:56:09 \n",
      "Ep.:  33070, Loss: 5.760, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 33:56:43 \n",
      "Ep.:  33080, Loss: 5.221, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 33:57:19 \n",
      "Ep.:  33090, Loss: 6.125, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 33:57:53 \n",
      "Ep.:  33100, Loss: 5.128, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  29.00 Time: 33:58:31 \n",
      "Ep.:  33110, Loss: 5.032, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 33:59:06 \n",
      "Ep.:  33120, Loss: 6.204, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 33:59:40 \n",
      "Ep.:  33130, Loss: 5.197, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  32.00 Time: 34:00:16 \n",
      "Ep.:  33140, Loss: 5.741, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  29.00 Time: 34:00:52 \n",
      "Ep.:  33150, Loss: 6.954, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  21.00 Time: 34:01:27 \n",
      "Ep.:  33160, Loss: 4.607, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  24.00 Time: 34:02:01 \n",
      "Ep.:  33170, Loss: 6.214, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  28.00 Time: 34:02:35 \n",
      "Ep.:  33180, Loss: 6.504, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 34:03:10 \n",
      "Ep.:  33190, Loss: 7.425, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  27.00 Time: 34:03:47 \n",
      "Ep.:  33200, Loss: 5.540, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 34:04:25 \n",
      "Ep.:  33210, Loss: 5.856, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  32.00 Time: 34:05:01 \n",
      "Ep.:  33220, Loss: 6.277, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 34:05:36 \n",
      "Ep.:  33230, Loss: 6.201, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 34:06:11 \n",
      "Ep.:  33240, Loss: 6.061, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 34:06:46 \n",
      "Ep.:  33250, Loss: 6.519, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 34:07:20 \n",
      "Ep.:  33260, Loss: 5.687, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 34:07:55 \n",
      "Ep.:  33270, Loss: 5.277, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 34:08:32 \n",
      "Ep.:  33280, Loss: 5.210, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  21.00 Time: 34:09:08 \n",
      "Ep.:  33290, Loss: 6.004, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  35.00 Time: 34:09:45 \n",
      "Ep.:  33300, Loss: 7.454, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 34:10:19 \n",
      "Ep.:  33310, Loss: 5.434, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  20.00 Time: 34:10:54 \n",
      "Ep.:  33320, Loss: 5.728, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  29.00 Time: 34:11:29 \n",
      "Ep.:  33330, Loss: 6.389, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 34:12:03 \n",
      "Ep.:  33340, Loss: 6.104, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 34:12:39 \n",
      "Ep.:  33350, Loss: 6.406, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  22.00 Time: 34:13:13 \n",
      "Ep.:  33360, Loss: 4.938, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 34:13:49 \n",
      "Ep.:  33370, Loss: 5.318, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  24.00 Time: 34:14:24 \n",
      "Ep.:  33380, Loss: 5.693, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  36.00 Time: 34:15:01 \n",
      "Ep.:  33390, Loss: 5.637, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 34:15:37 \n",
      "Ep.:  33400, Loss: 7.074, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  28.00 Time: 34:16:14 \n",
      "Ep.:  33410, Loss: 5.765, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 34:16:48 \n",
      "Ep.:  33420, Loss: 6.362, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  29.00 Time: 34:17:27 \n",
      "Ep.:  33430, Loss: 6.002, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 34:18:03 \n",
      "Ep.:  33440, Loss: 5.181, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  22.00 Time: 34:18:41 \n",
      "Ep.:  33450, Loss: 6.136, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  31.00 Time: 34:19:17 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  33460, Loss: 5.616, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 34:19:53 \n",
      "Ep.:  33470, Loss: 6.436, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 34:20:27 \n",
      "Ep.:  33480, Loss: 4.797, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  27.00 Time: 34:21:00 \n",
      "Ep.:  33490, Loss: 5.218, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  22.00 Time: 34:21:39 \n",
      "Ep.:  33500, Loss: 6.772, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 34:22:15 \n",
      "Ep.:  33510, Loss: 5.684, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 34:22:53 \n",
      "Ep.:  33520, Loss: 5.932, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 34:23:30 \n",
      "Ep.:  33530, Loss: 5.957, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 34:24:08 \n",
      "Ep.:  33540, Loss: 6.562, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  21.00 Time: 34:24:44 \n",
      "Ep.:  33550, Loss: 6.563, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  35.00 Time: 34:25:21 \n",
      "Ep.:  33560, Loss: 4.884, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  35.00 Time: 34:25:56 \n",
      "Ep.:  33570, Loss: 8.271, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  28.00 Time: 34:26:31 \n",
      "Ep.:  33580, Loss: 6.561, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  31.00 Time: 34:27:11 \n",
      "Ep.:  33590, Loss: 5.692, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  25.00 Time: 34:27:44 \n",
      "Ep.:  33600, Loss: 5.343, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  26.00 Time: 34:28:20 \n",
      "Ep.:  33610, Loss: 5.348, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  25.00 Time: 34:28:56 \n",
      "Ep.:  33620, Loss: 6.222, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  24.00 Time: 34:29:32 \n",
      "Ep.:  33630, Loss: 5.598, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  24.00 Time: 34:30:09 \n",
      "Ep.:  33640, Loss: 6.467, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  34.00 Time: 34:30:45 \n",
      "Ep.:  33650, Loss: 5.752, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 34:31:20 \n",
      "Ep.:  33660, Loss: 5.202, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 34:31:56 \n",
      "Ep.:  33670, Loss: 7.228, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 34:32:32 \n",
      "Ep.:  33680, Loss: 5.655, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  34.00 Time: 34:33:06 \n",
      "Ep.:  33690, Loss: 6.497, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  31.00 Time: 34:33:41 \n",
      "Ep.:  33700, Loss: 7.425, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 34:34:17 \n",
      "Ep.:  33710, Loss: 5.541, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  25.00 Time: 34:34:52 \n",
      "Ep.:  33720, Loss: 6.165, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 34:35:29 \n",
      "Ep.:  33730, Loss: 6.034, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  33.00 Time: 34:36:06 \n",
      "Ep.:  33740, Loss: 6.364, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 34:36:40 \n",
      "Ep.:  33750, Loss: 5.339, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 34:37:17 \n",
      "Ep.:  33760, Loss: 6.919, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 34:37:54 \n",
      "Ep.:  33770, Loss: 6.895, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 34:38:28 \n",
      "Ep.:  33780, Loss: 5.970, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 34:39:06 \n",
      "Ep.:  33790, Loss: 5.991, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 34:39:43 \n",
      "Ep.:  33800, Loss: 6.796, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  23.00 Time: 34:40:15 \n",
      "Ep.:  33810, Loss: 5.522, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 34:40:51 \n",
      "Ep.:  33820, Loss: 5.209, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  30.00 Time: 34:41:28 \n",
      "Ep.:  33830, Loss: 4.695, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  32.00 Time: 34:42:04 \n",
      "Ep.:  33840, Loss: 6.726, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 34:42:38 \n",
      "Ep.:  33850, Loss: 6.709, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 34:43:16 \n",
      "Ep.:  33860, Loss: 5.350, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  23.00 Time: 34:43:50 \n",
      "Ep.:  33870, Loss: 7.534, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 34:44:24 \n",
      "Ep.:  33880, Loss: 5.516, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 34:45:01 \n",
      "Ep.:  33890, Loss: 5.860, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 34:45:39 \n",
      "Ep.:  33900, Loss: 5.708, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  40.00 Time: 34:46:15 \n",
      "Ep.:  33910, Loss: 5.323, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  33.00 Time: 34:46:52 \n",
      "Ep.:  33920, Loss: 5.240, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  24.00 Time: 34:47:26 \n",
      "Ep.:  33930, Loss: 6.208, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 34:47:59 \n",
      "Ep.:  33940, Loss: 6.091, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  30.00 Time: 34:48:36 \n",
      "Ep.:  33950, Loss: 5.327, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  30.00 Time: 34:49:11 \n",
      "Ep.:  33960, Loss: 5.147, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  26.00 Time: 34:49:48 \n",
      "Ep.:  33970, Loss: 5.504, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 34:50:24 \n",
      "Ep.:  33980, Loss: 5.661, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 34:50:58 \n",
      "Ep.:  33990, Loss: 5.825, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  35.00 Time: 34:51:34 \n",
      "Ep.:  34000, Loss: 6.707, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 34:52:09 \n",
      "Ep.:  34010, Loss: 5.956, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 34:52:46 \n",
      "Ep.:  34020, Loss: 5.695, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  30.00 Time: 34:53:24 \n",
      "Ep.:  34030, Loss: 5.676, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 34:53:56 \n",
      "Ep.:  34040, Loss: 5.811, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  22.00 Time: 34:54:32 \n",
      "Ep.:  34050, Loss: 5.205, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  26.00 Time: 34:55:08 \n",
      "Ep.:  34060, Loss: 5.205, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  27.00 Time: 34:55:51 \n",
      "Ep.:  34070, Loss: 6.948, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 34:56:29 \n",
      "Ep.:  34080, Loss: 5.364, Avg.Score: 105.00, Avg.LenOfSnake: 9.50, Max.LenOfSnake:  20.00 Time: 34:57:03 \n",
      "Ep.:  34090, Loss: 5.931, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  27.00 Time: 34:57:37 \n",
      "Ep.:  34100, Loss: 5.850, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 34:58:12 \n",
      "Ep.:  34110, Loss: 5.785, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 34:58:47 \n",
      "Ep.:  34120, Loss: 5.879, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  24.00 Time: 34:59:24 \n",
      "Ep.:  34130, Loss: 6.205, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  30.00 Time: 34:59:58 \n",
      "Ep.:  34140, Loss: 7.544, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 35:00:36 \n",
      "Ep.:  34150, Loss: 5.467, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 35:01:11 \n",
      "Ep.:  34160, Loss: 7.249, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 35:01:47 \n",
      "Ep.:  34170, Loss: 4.884, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 35:02:23 \n",
      "Ep.:  34180, Loss: 7.067, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 35:02:57 \n",
      "Ep.:  34190, Loss: 6.613, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  26.00 Time: 35:03:32 \n",
      "Ep.:  34200, Loss: 5.954, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  31.00 Time: 35:04:09 \n",
      "Ep.:  34210, Loss: 6.178, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 35:04:47 \n",
      "Ep.:  34220, Loss: 5.666, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  29.00 Time: 35:05:23 \n",
      "Ep.:  34230, Loss: 6.638, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  26.00 Time: 35:05:58 \n",
      "Ep.:  34240, Loss: 4.771, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  29.00 Time: 35:06:35 \n",
      "Ep.:  34250, Loss: 6.152, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  34.00 Time: 35:07:12 \n",
      "Ep.:  34260, Loss: 6.878, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  36.00 Time: 35:07:48 \n",
      "Ep.:  34270, Loss: 6.148, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  30.00 Time: 35:08:22 \n",
      "Ep.:  34280, Loss: 5.386, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 35:09:00 \n",
      "Ep.:  34290, Loss: 5.627, Avg.Score: 333.00, Avg.LenOfSnake: 17.10, Max.LenOfSnake:  29.00 Time: 35:09:35 \n",
      "Ep.:  34300, Loss: 6.361, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  30.00 Time: 35:10:10 \n",
      "Ep.:  34310, Loss: 5.399, Avg.Score: 314.00, Avg.LenOfSnake: 16.47, Max.LenOfSnake:  32.00 Time: 35:10:45 \n",
      "Ep.:  34320, Loss: 6.611, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 35:11:21 \n",
      "Ep.:  34330, Loss: 5.338, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  31.00 Time: 35:12:01 \n",
      "Ep.:  34340, Loss: 5.687, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 35:12:38 \n",
      "Ep.:  34350, Loss: 5.199, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 35:13:15 \n",
      "Ep.:  34360, Loss: 5.806, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 35:13:50 \n",
      "Ep.:  34370, Loss: 6.417, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 35:14:24 \n",
      "Ep.:  34380, Loss: 6.578, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  25.00 Time: 35:15:01 \n",
      "Ep.:  34390, Loss: 5.836, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  25.00 Time: 35:15:36 \n",
      "Ep.:  34400, Loss: 5.970, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 35:16:12 \n",
      "Ep.:  34410, Loss: 5.511, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 35:16:50 \n",
      "Ep.:  34420, Loss: 7.576, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 35:17:26 \n",
      "Ep.:  34430, Loss: 7.076, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 35:18:00 \n",
      "Ep.:  34440, Loss: 6.369, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 35:18:36 \n",
      "Ep.:  34450, Loss: 5.791, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 35:19:13 \n",
      "Ep.:  34460, Loss: 5.999, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 35:19:49 \n",
      "Ep.:  34470, Loss: 4.850, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 35:20:25 \n",
      "Ep.:  34480, Loss: 6.753, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  28.00 Time: 35:20:57 \n",
      "Ep.:  34490, Loss: 5.500, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  24.00 Time: 35:21:34 \n",
      "Ep.:  34500, Loss: 5.470, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 35:22:09 \n",
      "Ep.:  34510, Loss: 5.747, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 35:22:47 \n",
      "Ep.:  34520, Loss: 5.010, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 35:23:20 \n",
      "Ep.:  34530, Loss: 6.266, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 35:23:55 \n",
      "Ep.:  34540, Loss: 5.384, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 35:24:30 \n",
      "Ep.:  34550, Loss: 5.778, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  35.00 Time: 35:25:06 \n",
      "Ep.:  34560, Loss: 6.971, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  27.00 Time: 35:25:41 \n",
      "Ep.:  34570, Loss: 5.283, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 35:26:18 \n",
      "Ep.:  34580, Loss: 4.819, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 35:26:54 \n",
      "Ep.:  34590, Loss: 6.118, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 35:27:29 \n",
      "Ep.:  34600, Loss: 6.953, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 35:28:04 \n",
      "Ep.:  34610, Loss: 5.272, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  29.00 Time: 35:28:38 \n",
      "Ep.:  34620, Loss: 6.647, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 35:29:14 \n",
      "Ep.:  34630, Loss: 5.307, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 35:29:48 \n",
      "Ep.:  34640, Loss: 5.741, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  27.00 Time: 35:30:23 \n",
      "Ep.:  34650, Loss: 5.716, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  31.00 Time: 35:30:58 \n",
      "Ep.:  34660, Loss: 7.314, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  32.00 Time: 35:31:35 \n",
      "Ep.:  34670, Loss: 6.882, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  28.00 Time: 35:32:09 \n",
      "Ep.:  34680, Loss: 5.081, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 35:32:44 \n",
      "Ep.:  34690, Loss: 5.798, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 35:33:20 \n",
      "Ep.:  34700, Loss: 7.171, Avg.Score: 165.00, Avg.LenOfSnake: 11.50, Max.LenOfSnake:  36.00 Time: 35:33:57 \n",
      "Ep.:  34710, Loss: 5.875, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 35:34:31 \n",
      "Ep.:  34720, Loss: 5.609, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 35:35:07 \n",
      "Ep.:  34730, Loss: 6.295, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 35:35:40 \n",
      "Ep.:  34740, Loss: 5.548, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  31.00 Time: 35:36:14 \n",
      "Ep.:  34750, Loss: 6.849, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  35.00 Time: 35:36:51 \n",
      "Ep.:  34760, Loss: 5.087, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 35:37:27 \n",
      "Ep.:  34770, Loss: 5.408, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  22.00 Time: 35:38:01 \n",
      "Ep.:  34780, Loss: 5.877, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 35:38:36 \n",
      "Ep.:  34790, Loss: 6.053, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 35:39:13 \n",
      "Ep.:  34800, Loss: 6.471, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 35:39:48 \n",
      "Ep.:  34810, Loss: 7.448, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  26.00 Time: 35:40:24 \n",
      "Ep.:  34820, Loss: 6.233, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 35:41:00 \n",
      "Ep.:  34830, Loss: 7.606, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 35:41:35 \n",
      "Ep.:  34840, Loss: 6.504, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 35:42:14 \n",
      "Ep.:  34850, Loss: 5.084, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  32.00 Time: 35:42:50 \n",
      "Ep.:  34860, Loss: 6.321, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  26.00 Time: 35:43:24 \n",
      "Ep.:  34870, Loss: 5.502, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 35:44:02 \n",
      "Ep.:  34880, Loss: 5.726, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 35:44:40 \n",
      "Ep.:  34890, Loss: 5.177, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 35:45:16 \n",
      "Ep.:  34900, Loss: 4.835, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 35:45:52 \n",
      "Ep.:  34910, Loss: 6.029, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  23.00 Time: 35:46:27 \n",
      "Ep.:  34920, Loss: 4.885, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 35:47:02 \n",
      "Ep.:  34930, Loss: 5.300, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 35:47:36 \n",
      "Ep.:  34940, Loss: 5.987, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  22.00 Time: 35:48:11 \n",
      "Ep.:  34950, Loss: 6.465, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  36.00 Time: 35:48:47 \n",
      "Ep.:  34960, Loss: 6.107, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  22.00 Time: 35:49:21 \n",
      "Ep.:  34970, Loss: 6.865, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  23.00 Time: 35:49:58 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  34980, Loss: 6.482, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 35:50:34 \n",
      "Ep.:  34990, Loss: 5.811, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  31.00 Time: 35:51:12 \n",
      "Ep.:  35000, Loss: 6.459, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  27.00 Time: 35:51:48 \n",
      "Ep.:  35010, Loss: 5.600, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 35:52:22 \n",
      "Ep.:  35020, Loss: 6.145, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  38.00 Time: 35:52:57 \n",
      "Ep.:  35030, Loss: 5.820, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  23.00 Time: 35:53:31 \n",
      "Ep.:  35040, Loss: 5.875, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 35:54:10 \n",
      "Ep.:  35050, Loss: 5.713, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  32.00 Time: 35:54:47 \n",
      "Ep.:  35060, Loss: 5.712, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 35:55:22 \n",
      "Ep.:  35070, Loss: 5.130, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 35:55:58 \n",
      "Ep.:  35080, Loss: 4.799, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 35:56:36 \n",
      "Ep.:  35090, Loss: 5.273, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 35:57:11 \n",
      "Ep.:  35100, Loss: 9.736, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  32.00 Time: 35:57:46 \n",
      "Ep.:  35110, Loss: 5.660, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  28.00 Time: 35:58:24 \n",
      "Ep.:  35120, Loss: 6.488, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  22.00 Time: 35:59:00 \n",
      "Ep.:  35130, Loss: 7.869, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  27.00 Time: 35:59:35 \n",
      "Ep.:  35140, Loss: 7.115, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  31.00 Time: 36:00:10 \n",
      "Ep.:  35150, Loss: 7.464, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 36:00:47 \n",
      "Ep.:  35160, Loss: 6.174, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 36:01:23 \n",
      "Ep.:  35170, Loss: 6.813, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  28.00 Time: 36:01:57 \n",
      "Ep.:  35180, Loss: 6.603, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 36:02:35 \n",
      "Ep.:  35190, Loss: 4.856, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 36:03:09 \n",
      "Ep.:  35200, Loss: 5.842, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  23.00 Time: 36:03:45 \n",
      "Ep.:  35210, Loss: 6.624, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 36:04:21 \n",
      "Ep.:  35220, Loss: 6.092, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  20.00 Time: 36:04:56 \n",
      "Ep.:  35230, Loss: 5.220, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 36:05:30 \n",
      "Ep.:  35240, Loss: 5.654, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 36:06:06 \n",
      "Ep.:  35250, Loss: 5.139, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  25.00 Time: 36:06:43 \n",
      "Ep.:  35260, Loss: 6.609, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  25.00 Time: 36:07:19 \n",
      "Ep.:  35270, Loss: 5.047, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  29.00 Time: 36:07:55 \n",
      "Ep.:  35280, Loss: 6.934, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 36:08:30 \n",
      "Ep.:  35290, Loss: 5.777, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  27.00 Time: 36:09:04 \n",
      "Ep.:  35300, Loss: 5.362, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 36:09:40 \n",
      "Ep.:  35310, Loss: 6.970, Avg.Score: 149.00, Avg.LenOfSnake: 10.97, Max.LenOfSnake:  18.00 Time: 36:10:16 \n",
      "Ep.:  35320, Loss: 5.442, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  29.00 Time: 36:10:52 \n",
      "Ep.:  35330, Loss: 6.403, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  24.00 Time: 36:11:27 \n",
      "Ep.:  35340, Loss: 6.085, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  33.00 Time: 36:12:04 \n",
      "Ep.:  35350, Loss: 7.638, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  28.00 Time: 36:12:43 \n",
      "Ep.:  35360, Loss: 6.608, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 36:13:20 \n",
      "Ep.:  35370, Loss: 4.768, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 36:13:55 \n",
      "Ep.:  35380, Loss: 6.269, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 36:14:32 \n",
      "Ep.:  35390, Loss: 5.118, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 36:15:10 \n",
      "Ep.:  35400, Loss: 7.426, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 36:15:44 \n",
      "Ep.:  35410, Loss: 5.431, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  31.00 Time: 36:16:21 \n",
      "Ep.:  35420, Loss: 6.752, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 36:16:55 \n",
      "Ep.:  35430, Loss: 6.729, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 36:17:32 \n",
      "Ep.:  35440, Loss: 4.802, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  22.00 Time: 36:18:09 \n",
      "Ep.:  35450, Loss: 5.320, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 36:18:42 \n",
      "Ep.:  35460, Loss: 7.049, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  21.00 Time: 36:19:17 \n",
      "Ep.:  35470, Loss: 6.233, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 36:19:55 \n",
      "Ep.:  35480, Loss: 5.003, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 36:20:32 \n",
      "Ep.:  35490, Loss: 6.101, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  29.00 Time: 36:21:09 \n",
      "Ep.:  35500, Loss: 5.946, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  34.00 Time: 36:21:46 \n",
      "Ep.:  35510, Loss: 7.244, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  28.00 Time: 36:22:22 \n",
      "Ep.:  35520, Loss: 5.096, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  25.00 Time: 36:22:57 \n",
      "Ep.:  35530, Loss: 6.306, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 36:23:33 \n",
      "Ep.:  35540, Loss: 6.069, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  34.00 Time: 36:24:10 \n",
      "Ep.:  35550, Loss: 5.231, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  30.00 Time: 36:24:46 \n",
      "Ep.:  35560, Loss: 6.102, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 36:25:22 \n",
      "Ep.:  35570, Loss: 6.014, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  31.00 Time: 36:25:58 \n",
      "Ep.:  35580, Loss: 5.256, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 36:26:33 \n",
      "Ep.:  35590, Loss: 5.316, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 36:27:10 \n",
      "Ep.:  35600, Loss: 5.477, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 36:27:46 \n",
      "Ep.:  35610, Loss: 4.781, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 36:28:23 \n",
      "Ep.:  35620, Loss: 6.569, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 36:28:59 \n",
      "Ep.:  35630, Loss: 6.354, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  31.00 Time: 36:29:36 \n",
      "Ep.:  35640, Loss: 5.163, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 36:30:11 \n",
      "Ep.:  35650, Loss: 6.238, Avg.Score: 343.00, Avg.LenOfSnake: 17.43, Max.LenOfSnake:  35.00 Time: 36:30:51 \n",
      "Ep.:  35660, Loss: 5.478, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  30.00 Time: 36:31:27 \n",
      "Ep.:  35670, Loss: 5.408, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  21.00 Time: 36:32:03 \n",
      "Ep.:  35680, Loss: 5.486, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  30.00 Time: 36:32:38 \n",
      "Ep.:  35690, Loss: 6.841, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 36:33:13 \n",
      "Ep.:  35700, Loss: 5.997, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 36:33:50 \n",
      "Ep.:  35710, Loss: 5.166, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 36:34:25 \n",
      "Ep.:  35720, Loss: 7.161, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  25.00 Time: 36:35:01 \n",
      "Ep.:  35730, Loss: 6.323, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  27.00 Time: 36:35:41 \n",
      "Ep.:  35740, Loss: 5.607, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  27.00 Time: 36:36:18 \n",
      "Ep.:  35750, Loss: 5.712, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  32.00 Time: 36:36:55 \n",
      "Ep.:  35760, Loss: 5.219, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  32.00 Time: 36:37:30 \n",
      "Ep.:  35770, Loss: 4.777, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 36:38:07 \n",
      "Ep.:  35780, Loss: 5.619, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  23.00 Time: 36:38:41 \n",
      "Ep.:  35790, Loss: 6.037, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 36:39:16 \n",
      "Ep.:  35800, Loss: 5.399, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  32.00 Time: 36:39:55 \n",
      "Ep.:  35810, Loss: 5.219, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  31.00 Time: 36:40:36 \n",
      "Ep.:  35820, Loss: 5.879, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  35.00 Time: 36:41:13 \n",
      "Ep.:  35830, Loss: 6.117, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 36:41:51 \n",
      "Ep.:  35840, Loss: 5.262, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  28.00 Time: 36:42:27 \n",
      "Ep.:  35850, Loss: 5.724, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 36:43:03 \n",
      "Ep.:  35860, Loss: 5.617, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 36:43:40 \n",
      "Ep.:  35870, Loss: 4.838, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 36:44:17 \n",
      "Ep.:  35880, Loss: 5.789, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 36:44:53 \n",
      "Ep.:  35890, Loss: 6.044, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  22.00 Time: 36:45:27 \n",
      "Ep.:  35900, Loss: 5.766, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 36:46:03 \n",
      "Ep.:  35910, Loss: 6.213, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 36:46:38 \n",
      "Ep.:  35920, Loss: 6.558, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 36:47:15 \n",
      "Ep.:  35930, Loss: 5.839, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  26.00 Time: 36:47:52 \n",
      "Ep.:  35940, Loss: 6.045, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  24.00 Time: 36:48:27 \n",
      "Ep.:  35950, Loss: 6.524, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  24.00 Time: 36:49:02 \n",
      "Ep.:  35960, Loss: 6.499, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 36:49:35 \n",
      "Ep.:  35970, Loss: 5.336, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 36:50:07 \n",
      "Ep.:  35980, Loss: 6.507, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 36:50:42 \n",
      "Ep.:  35990, Loss: 5.371, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 36:51:18 \n",
      "Ep.:  36000, Loss: 5.009, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  34.00 Time: 36:51:53 \n",
      "Ep.:  36010, Loss: 5.230, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 36:52:28 \n",
      "Ep.:  36020, Loss: 5.971, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  22.00 Time: 36:53:02 \n",
      "Ep.:  36030, Loss: 5.098, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 36:53:39 \n",
      "Ep.:  36040, Loss: 5.332, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  38.00 Time: 36:54:16 \n",
      "Ep.:  36050, Loss: 5.984, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  25.00 Time: 36:54:50 \n",
      "Ep.:  36060, Loss: 5.177, Avg.Score: 335.00, Avg.LenOfSnake: 17.17, Max.LenOfSnake:  29.00 Time: 36:55:26 \n",
      "Ep.:  36070, Loss: 5.503, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 36:56:01 \n",
      "Ep.:  36080, Loss: 4.731, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  32.00 Time: 36:56:35 \n",
      "Ep.:  36090, Loss: 6.672, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 36:57:12 \n",
      "Ep.:  36100, Loss: 5.129, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  31.00 Time: 36:57:47 \n",
      "Ep.:  36110, Loss: 5.706, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 36:58:24 \n",
      "Ep.:  36120, Loss: 5.627, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  32.00 Time: 36:58:59 \n",
      "Ep.:  36130, Loss: 4.855, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  28.00 Time: 36:59:36 \n",
      "Ep.:  36140, Loss: 6.023, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 37:00:11 \n",
      "Ep.:  36150, Loss: 5.166, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  31.00 Time: 37:00:48 \n",
      "Ep.:  36160, Loss: 5.651, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  26.00 Time: 37:01:26 \n",
      "Ep.:  36170, Loss: 5.553, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  31.00 Time: 37:02:06 \n",
      "Ep.:  36180, Loss: 5.101, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 37:02:39 \n",
      "Ep.:  36190, Loss: 6.267, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  25.00 Time: 37:03:14 \n",
      "Ep.:  36200, Loss: 5.401, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  33.00 Time: 37:03:50 \n",
      "Ep.:  36210, Loss: 5.436, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 37:04:26 \n",
      "Ep.:  36220, Loss: 6.215, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 37:05:03 \n",
      "Ep.:  36230, Loss: 5.616, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  35.00 Time: 37:05:43 \n",
      "Ep.:  36240, Loss: 7.317, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  26.00 Time: 37:06:18 \n",
      "Ep.:  36250, Loss: 5.806, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  23.00 Time: 37:06:53 \n",
      "Ep.:  36260, Loss: 6.242, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 37:07:28 \n",
      "Ep.:  36270, Loss: 5.931, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  33.00 Time: 37:08:06 \n",
      "Ep.:  36280, Loss: 6.427, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  37.00 Time: 37:08:42 \n",
      "Ep.:  36290, Loss: 6.001, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 37:09:18 \n",
      "Ep.:  36300, Loss: 5.455, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  23.00 Time: 37:09:53 \n",
      "Ep.:  36310, Loss: 5.290, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  26.00 Time: 37:10:32 \n",
      "Ep.:  36320, Loss: 5.200, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 37:11:08 \n",
      "Ep.:  36330, Loss: 5.845, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  30.00 Time: 37:11:44 \n",
      "Ep.:  36340, Loss: 4.723, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 37:12:24 \n",
      "Ep.:  36350, Loss: 6.057, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 37:13:11 \n",
      "Ep.:  36360, Loss: 5.367, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 37:14:02 \n",
      "Ep.:  36370, Loss: 6.406, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  31.00 Time: 37:14:42 \n",
      "Ep.:  36380, Loss: 5.684, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 37:15:17 \n",
      "Ep.:  36390, Loss: 5.197, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  30.00 Time: 37:15:54 \n",
      "Ep.:  36400, Loss: 5.978, Avg.Score: 167.00, Avg.LenOfSnake: 11.57, Max.LenOfSnake:  23.00 Time: 37:16:30 \n",
      "Ep.:  36410, Loss: 5.719, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  29.00 Time: 37:17:08 \n",
      "Ep.:  36420, Loss: 6.672, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 37:17:45 \n",
      "Ep.:  36430, Loss: 5.449, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  32.00 Time: 37:18:19 \n",
      "Ep.:  36440, Loss: 6.731, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 37:18:53 \n",
      "Ep.:  36450, Loss: 6.599, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 37:19:32 \n",
      "Ep.:  36460, Loss: 4.269, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 37:20:10 \n",
      "Ep.:  36470, Loss: 5.484, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 37:20:47 \n",
      "Ep.:  36480, Loss: 6.027, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  33.00 Time: 37:21:24 \n",
      "Ep.:  36490, Loss: 6.461, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 37:21:59 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  36500, Loss: 4.485, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 37:22:35 \n",
      "Ep.:  36510, Loss: 4.985, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 37:23:12 \n",
      "Ep.:  36520, Loss: 5.608, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 37:23:50 \n",
      "Ep.:  36530, Loss: 6.195, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 37:24:25 \n",
      "Ep.:  36540, Loss: 6.490, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 37:25:02 \n",
      "Ep.:  36550, Loss: 5.946, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  30.00 Time: 37:25:38 \n",
      "Ep.:  36560, Loss: 5.666, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  27.00 Time: 37:26:15 \n",
      "Ep.:  36570, Loss: 5.622, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  32.00 Time: 37:26:50 \n",
      "Ep.:  36580, Loss: 5.072, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 37:27:26 \n",
      "Ep.:  36590, Loss: 6.445, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 37:28:01 \n",
      "Ep.:  36600, Loss: 6.906, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 37:28:38 \n",
      "Ep.:  36610, Loss: 6.605, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  32.00 Time: 37:29:14 \n",
      "Ep.:  36620, Loss: 6.353, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 37:29:51 \n",
      "Ep.:  36630, Loss: 5.771, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  33.00 Time: 37:30:25 \n",
      "Ep.:  36640, Loss: 6.600, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 37:31:03 \n",
      "Ep.:  36650, Loss: 6.108, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 37:31:39 \n",
      "Ep.:  36660, Loss: 5.757, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 37:32:12 \n",
      "Ep.:  36670, Loss: 4.390, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 37:32:46 \n",
      "Ep.:  36680, Loss: 5.984, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 37:33:24 \n",
      "Ep.:  36690, Loss: 4.924, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 37:34:03 \n",
      "Ep.:  36700, Loss: 5.128, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  34.00 Time: 37:34:39 \n",
      "Ep.:  36710, Loss: 5.568, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  30.00 Time: 37:35:14 \n",
      "Ep.:  36720, Loss: 5.004, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  34.00 Time: 37:35:52 \n",
      "Ep.:  36730, Loss: 5.452, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 37:36:30 \n",
      "Ep.:  36740, Loss: 6.102, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 37:37:05 \n",
      "Ep.:  36750, Loss: 5.408, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  35.00 Time: 37:37:45 \n",
      "Ep.:  36760, Loss: 5.283, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 37:38:20 \n",
      "Ep.:  36770, Loss: 6.307, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 37:38:55 \n",
      "Ep.:  36780, Loss: 6.836, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  33.00 Time: 37:39:31 \n",
      "Ep.:  36790, Loss: 5.383, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 37:40:06 \n",
      "Ep.:  36800, Loss: 7.341, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 37:40:41 \n",
      "Ep.:  36810, Loss: 5.454, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  27.00 Time: 37:41:16 \n",
      "Ep.:  36820, Loss: 4.803, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 37:41:54 \n",
      "Ep.:  36830, Loss: 5.443, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  33.00 Time: 37:42:32 \n",
      "Ep.:  36840, Loss: 6.530, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  29.00 Time: 37:43:08 \n",
      "Ep.:  36850, Loss: 6.113, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 37:43:45 \n",
      "Ep.:  36860, Loss: 5.848, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  22.00 Time: 37:44:22 \n",
      "Ep.:  36870, Loss: 5.668, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  21.00 Time: 37:44:56 \n",
      "Ep.:  36880, Loss: 5.859, Avg.Score: 330.00, Avg.LenOfSnake: 17.00, Max.LenOfSnake:  39.00 Time: 37:45:33 \n",
      "Ep.:  36890, Loss: 5.525, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 37:46:08 \n",
      "Ep.:  36900, Loss: 5.453, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 37:46:43 \n",
      "Ep.:  36910, Loss: 6.783, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  23.00 Time: 37:47:20 \n",
      "Ep.:  36920, Loss: 6.372, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 37:47:56 \n",
      "Ep.:  36930, Loss: 6.370, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  31.00 Time: 37:48:31 \n",
      "Ep.:  36940, Loss: 5.059, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 37:49:07 \n",
      "Ep.:  36950, Loss: 7.560, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 37:49:41 \n",
      "Ep.:  36960, Loss: 6.015, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 37:50:18 \n",
      "Ep.:  36970, Loss: 5.921, Avg.Score: 321.00, Avg.LenOfSnake: 16.70, Max.LenOfSnake:  29.00 Time: 37:50:54 \n",
      "Ep.:  36980, Loss: 5.676, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  23.00 Time: 37:51:28 \n",
      "Ep.:  36990, Loss: 6.012, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  25.00 Time: 37:52:05 \n",
      "Ep.:  37000, Loss: 6.067, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  34.00 Time: 37:52:39 \n",
      "Ep.:  37010, Loss: 5.243, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  26.00 Time: 37:53:13 \n",
      "Ep.:  37020, Loss: 5.057, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 37:53:50 \n",
      "Ep.:  37030, Loss: 6.423, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  29.00 Time: 37:54:28 \n",
      "Ep.:  37040, Loss: 6.458, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 37:55:05 \n",
      "Ep.:  37050, Loss: 5.416, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  33.00 Time: 37:55:40 \n",
      "Ep.:  37060, Loss: 5.664, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 37:56:16 \n",
      "Ep.:  37070, Loss: 6.161, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 37:56:54 \n",
      "Ep.:  37080, Loss: 5.361, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 37:57:28 \n",
      "Ep.:  37090, Loss: 5.651, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 37:58:05 \n",
      "Ep.:  37100, Loss: 5.096, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 37:58:39 \n",
      "Ep.:  37110, Loss: 5.965, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  32.00 Time: 37:59:14 \n",
      "Ep.:  37120, Loss: 6.221, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  33.00 Time: 37:59:51 \n",
      "Ep.:  37130, Loss: 4.928, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 38:00:29 \n",
      "Ep.:  37140, Loss: 6.548, Avg.Score: 329.00, Avg.LenOfSnake: 16.97, Max.LenOfSnake:  31.00 Time: 38:01:10 \n",
      "Ep.:  37150, Loss: 5.085, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 38:01:44 \n",
      "Ep.:  37160, Loss: 5.018, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  29.00 Time: 38:02:21 \n",
      "Ep.:  37170, Loss: 7.176, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  29.00 Time: 38:02:57 \n",
      "Ep.:  37180, Loss: 5.744, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  31.00 Time: 38:03:34 \n",
      "Ep.:  37190, Loss: 4.897, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 38:04:10 \n",
      "Ep.:  37200, Loss: 8.003, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 38:04:46 \n",
      "Ep.:  37210, Loss: 6.281, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  31.00 Time: 38:05:22 \n",
      "Ep.:  37220, Loss: 5.912, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 38:05:59 \n",
      "Ep.:  37230, Loss: 6.417, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 38:06:35 \n",
      "Ep.:  37240, Loss: 8.301, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 38:07:11 \n",
      "Ep.:  37250, Loss: 5.502, Avg.Score: 339.00, Avg.LenOfSnake: 17.30, Max.LenOfSnake:  33.00 Time: 38:07:50 \n",
      "Ep.:  37260, Loss: 5.274, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  36.00 Time: 38:08:27 \n",
      "Ep.:  37270, Loss: 6.164, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  31.00 Time: 38:09:01 \n",
      "Ep.:  37280, Loss: 5.870, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  27.00 Time: 38:09:36 \n",
      "Ep.:  37290, Loss: 6.018, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  24.00 Time: 38:10:10 \n",
      "Ep.:  37300, Loss: 5.030, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 38:10:45 \n",
      "Ep.:  37310, Loss: 5.781, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 38:11:21 \n",
      "Ep.:  37320, Loss: 5.573, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  40.00 Time: 38:11:59 \n",
      "Ep.:  37330, Loss: 4.078, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 38:12:37 \n",
      "Ep.:  37340, Loss: 6.276, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  29.00 Time: 38:13:13 \n",
      "Ep.:  37350, Loss: 5.364, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 38:13:48 \n",
      "Ep.:  37360, Loss: 5.344, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 38:14:24 \n",
      "Ep.:  37370, Loss: 5.510, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 38:15:00 \n",
      "Ep.:  37380, Loss: 6.276, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 38:15:38 \n",
      "Ep.:  37390, Loss: 7.020, Avg.Score: 163.00, Avg.LenOfSnake: 11.43, Max.LenOfSnake:  23.00 Time: 38:16:16 \n",
      "Ep.:  37400, Loss: 5.857, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 38:16:53 \n",
      "Ep.:  37410, Loss: 4.813, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  23.00 Time: 38:17:29 \n",
      "Ep.:  37420, Loss: 6.486, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 38:18:07 \n",
      "Ep.:  37430, Loss: 5.722, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  34.00 Time: 38:18:45 \n",
      "Ep.:  37440, Loss: 4.647, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 38:19:23 \n",
      "Ep.:  37450, Loss: 5.319, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 38:20:02 \n",
      "Ep.:  37460, Loss: 5.413, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 38:20:40 \n",
      "Ep.:  37470, Loss: 6.106, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 38:21:17 \n",
      "Ep.:  37480, Loss: 5.423, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  24.00 Time: 38:21:49 \n",
      "Ep.:  37490, Loss: 5.595, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 38:22:25 \n",
      "Ep.:  37500, Loss: 6.396, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  25.00 Time: 38:23:03 \n",
      "Ep.:  37510, Loss: 6.378, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  26.00 Time: 38:23:42 \n",
      "Ep.:  37520, Loss: 5.362, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 38:24:18 \n",
      "Ep.:  37530, Loss: 5.960, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 38:24:55 \n",
      "Ep.:  37540, Loss: 5.674, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  29.00 Time: 38:25:32 \n",
      "Ep.:  37550, Loss: 6.550, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  30.00 Time: 38:26:09 \n",
      "Ep.:  37560, Loss: 6.700, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  33.00 Time: 38:26:45 \n",
      "Ep.:  37570, Loss: 5.785, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 38:27:19 \n",
      "Ep.:  37580, Loss: 6.346, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 38:27:56 \n",
      "Ep.:  37590, Loss: 6.665, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 38:28:30 \n",
      "Ep.:  37600, Loss: 5.911, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  33.00 Time: 38:29:06 \n",
      "Ep.:  37610, Loss: 5.757, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  28.00 Time: 38:29:43 \n",
      "Ep.:  37620, Loss: 7.395, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 38:30:19 \n",
      "Ep.:  37630, Loss: 5.456, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 38:30:57 \n",
      "Ep.:  37640, Loss: 7.353, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  26.00 Time: 38:31:31 \n",
      "Ep.:  37650, Loss: 6.301, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  33.00 Time: 38:32:06 \n",
      "Ep.:  37660, Loss: 5.837, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  26.00 Time: 38:32:40 \n",
      "Ep.:  37670, Loss: 5.664, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  27.00 Time: 38:33:18 \n",
      "Ep.:  37680, Loss: 5.737, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  30.00 Time: 38:33:51 \n",
      "Ep.:  37690, Loss: 6.489, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 38:34:26 \n",
      "Ep.:  37700, Loss: 5.888, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  26.00 Time: 38:35:02 \n",
      "Ep.:  37710, Loss: 6.903, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  31.00 Time: 38:35:38 \n",
      "Ep.:  37720, Loss: 4.945, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 38:36:12 \n",
      "Ep.:  37730, Loss: 5.640, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 38:36:51 \n",
      "Ep.:  37740, Loss: 5.841, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  36.00 Time: 38:37:28 \n",
      "Ep.:  37750, Loss: 6.183, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  32.00 Time: 38:38:04 \n",
      "Ep.:  37760, Loss: 5.760, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 38:38:40 \n",
      "Ep.:  37770, Loss: 6.493, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  30.00 Time: 38:39:16 \n",
      "Ep.:  37780, Loss: 5.369, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 38:39:52 \n",
      "Ep.:  37790, Loss: 4.637, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  35.00 Time: 38:40:29 \n",
      "Ep.:  37800, Loss: 5.901, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  23.00 Time: 38:41:02 \n",
      "Ep.:  37810, Loss: 6.817, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  31.00 Time: 38:41:37 \n",
      "Ep.:  37820, Loss: 6.604, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 38:42:15 \n",
      "Ep.:  37830, Loss: 4.937, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 38:42:50 \n",
      "Ep.:  37840, Loss: 6.817, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 38:43:28 \n",
      "Ep.:  37850, Loss: 5.150, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 38:44:04 \n",
      "Ep.:  37860, Loss: 6.855, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  25.00 Time: 38:44:42 \n",
      "Ep.:  37870, Loss: 5.814, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 38:45:18 \n",
      "Ep.:  37880, Loss: 6.128, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 38:45:54 \n",
      "Ep.:  37890, Loss: 5.073, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  30.00 Time: 38:46:32 \n",
      "Ep.:  37900, Loss: 5.255, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  28.00 Time: 38:47:10 \n",
      "Ep.:  37910, Loss: 5.807, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  34.00 Time: 38:47:44 \n",
      "Ep.:  37920, Loss: 5.680, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  27.00 Time: 38:48:21 \n",
      "Ep.:  37930, Loss: 5.798, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 38:48:56 \n",
      "Ep.:  37940, Loss: 5.251, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  25.00 Time: 38:49:32 \n",
      "Ep.:  37950, Loss: 6.200, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  32.00 Time: 38:50:06 \n",
      "Ep.:  37960, Loss: 7.126, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 38:50:41 \n",
      "Ep.:  37970, Loss: 5.158, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 38:51:14 \n",
      "Ep.:  37980, Loss: 5.855, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  26.00 Time: 38:51:52 \n",
      "Ep.:  37990, Loss: 5.045, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  37.00 Time: 38:52:28 \n",
      "Ep.:  38000, Loss: 5.768, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 38:53:06 \n",
      "Ep.:  38010, Loss: 6.741, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  20.00 Time: 38:53:43 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  38020, Loss: 6.808, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 38:54:18 \n",
      "Ep.:  38030, Loss: 5.079, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  22.00 Time: 38:54:53 \n",
      "Ep.:  38040, Loss: 5.396, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  32.00 Time: 38:55:28 \n",
      "Ep.:  38050, Loss: 6.203, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 38:56:04 \n",
      "Ep.:  38060, Loss: 5.634, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  31.00 Time: 38:56:39 \n",
      "Ep.:  38070, Loss: 7.057, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 38:57:14 \n",
      "Ep.:  38080, Loss: 5.472, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 38:57:50 \n",
      "Ep.:  38090, Loss: 6.316, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 38:58:28 \n",
      "Ep.:  38100, Loss: 4.215, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 38:59:04 \n",
      "Ep.:  38110, Loss: 4.933, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  33.00 Time: 38:59:40 \n",
      "Ep.:  38120, Loss: 5.687, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 39:00:16 \n",
      "Ep.:  38130, Loss: 5.298, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 39:00:53 \n",
      "Ep.:  38140, Loss: 5.597, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  38.00 Time: 39:01:30 \n",
      "Ep.:  38150, Loss: 5.560, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 39:02:06 \n",
      "Ep.:  38160, Loss: 6.158, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  26.00 Time: 39:02:45 \n",
      "Ep.:  38170, Loss: 6.116, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  33.00 Time: 39:03:23 \n",
      "Ep.:  38180, Loss: 5.299, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  27.00 Time: 39:04:01 \n",
      "Ep.:  38190, Loss: 6.072, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  37.00 Time: 39:04:37 \n",
      "Ep.:  38200, Loss: 5.417, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  26.00 Time: 39:05:13 \n",
      "Ep.:  38210, Loss: 6.254, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  30.00 Time: 39:05:50 \n",
      "Ep.:  38220, Loss: 5.874, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 39:06:27 \n",
      "Ep.:  38230, Loss: 6.379, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 39:07:03 \n",
      "Ep.:  38240, Loss: 6.174, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  28.00 Time: 39:07:38 \n",
      "Ep.:  38250, Loss: 5.022, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  29.00 Time: 39:08:16 \n",
      "Ep.:  38260, Loss: 6.871, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  29.00 Time: 39:08:52 \n",
      "Ep.:  38270, Loss: 5.574, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  35.00 Time: 39:09:31 \n",
      "Ep.:  38280, Loss: 6.649, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 39:10:07 \n",
      "Ep.:  38290, Loss: 6.775, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  34.00 Time: 39:10:45 \n",
      "Ep.:  38300, Loss: 5.412, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  28.00 Time: 39:11:22 \n",
      "Ep.:  38310, Loss: 6.231, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 39:11:57 \n",
      "Ep.:  38320, Loss: 5.536, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 39:12:34 \n",
      "Ep.:  38330, Loss: 6.960, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  25.00 Time: 39:13:08 \n",
      "Ep.:  38340, Loss: 6.171, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  28.00 Time: 39:13:46 \n",
      "Ep.:  38350, Loss: 6.207, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 39:14:24 \n",
      "Ep.:  38360, Loss: 6.269, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  29.00 Time: 39:14:59 \n",
      "Ep.:  38370, Loss: 5.674, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 39:15:31 \n",
      "Ep.:  38380, Loss: 6.540, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  33.00 Time: 39:16:06 \n",
      "Ep.:  38390, Loss: 5.493, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  26.00 Time: 39:16:43 \n",
      "Ep.:  38400, Loss: 4.753, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  38.00 Time: 39:17:20 \n",
      "Ep.:  38410, Loss: 5.029, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  36.00 Time: 39:17:56 \n",
      "Ep.:  38420, Loss: 6.092, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 39:18:33 \n",
      "Ep.:  38430, Loss: 4.856, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 39:19:08 \n",
      "Ep.:  38440, Loss: 5.965, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  23.00 Time: 39:19:43 \n",
      "Ep.:  38450, Loss: 5.731, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  33.00 Time: 39:20:17 \n",
      "Ep.:  38460, Loss: 5.611, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  22.00 Time: 39:20:53 \n",
      "Ep.:  38470, Loss: 6.964, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  26.00 Time: 39:21:27 \n",
      "Ep.:  38480, Loss: 5.385, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 39:22:01 \n",
      "Ep.:  38490, Loss: 5.423, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 39:22:38 \n",
      "Ep.:  38500, Loss: 6.222, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  24.00 Time: 39:23:13 \n",
      "Ep.:  38510, Loss: 6.174, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 39:23:52 \n",
      "Ep.:  38520, Loss: 5.750, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  29.00 Time: 39:24:31 \n",
      "Ep.:  38530, Loss: 6.207, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 39:25:04 \n",
      "Ep.:  38540, Loss: 5.896, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  21.00 Time: 39:25:40 \n",
      "Ep.:  38550, Loss: 5.904, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 39:26:16 \n",
      "Ep.:  38560, Loss: 5.819, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 39:26:53 \n",
      "Ep.:  38570, Loss: 5.727, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 39:27:30 \n",
      "Ep.:  38580, Loss: 7.213, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 39:28:04 \n",
      "Ep.:  38590, Loss: 5.253, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 39:28:41 \n",
      "Ep.:  38600, Loss: 5.905, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 39:29:15 \n",
      "Ep.:  38610, Loss: 5.444, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 39:29:52 \n",
      "Ep.:  38620, Loss: 6.607, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  22.00 Time: 39:30:27 \n",
      "Ep.:  38630, Loss: 6.059, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  29.00 Time: 39:31:02 \n",
      "Ep.:  38640, Loss: 5.630, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 39:31:38 \n",
      "Ep.:  38650, Loss: 6.595, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 39:32:14 \n",
      "Ep.:  38660, Loss: 5.157, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  35.00 Time: 39:32:50 \n",
      "Ep.:  38670, Loss: 5.887, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  27.00 Time: 39:33:29 \n",
      "Ep.:  38680, Loss: 5.357, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  24.00 Time: 39:34:04 \n",
      "Ep.:  38690, Loss: 6.150, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  25.00 Time: 39:34:41 \n",
      "Ep.:  38700, Loss: 5.949, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  23.00 Time: 39:35:16 \n",
      "Ep.:  38710, Loss: 5.516, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 39:35:54 \n",
      "Ep.:  38720, Loss: 5.262, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  27.00 Time: 39:36:30 \n",
      "Ep.:  38730, Loss: 6.472, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 39:37:10 \n",
      "Ep.:  38740, Loss: 6.857, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  27.00 Time: 39:37:47 \n",
      "Ep.:  38750, Loss: 5.051, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  32.00 Time: 39:38:24 \n",
      "Ep.:  38760, Loss: 6.092, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 39:39:04 \n",
      "Ep.:  38770, Loss: 4.936, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 39:39:39 \n",
      "Ep.:  38780, Loss: 6.255, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  31.00 Time: 39:40:20 \n",
      "Ep.:  38790, Loss: 4.988, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 39:40:56 \n",
      "Ep.:  38800, Loss: 5.239, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 39:41:35 \n",
      "Ep.:  38810, Loss: 5.243, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 39:42:13 \n",
      "Ep.:  38820, Loss: 5.111, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  33.00 Time: 39:42:54 \n",
      "Ep.:  38830, Loss: 4.652, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 39:43:39 \n",
      "Ep.:  38840, Loss: 6.437, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 39:44:20 \n",
      "Ep.:  38850, Loss: 5.247, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 39:45:02 \n",
      "Ep.:  38860, Loss: 5.600, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  32.00 Time: 39:45:40 \n",
      "Ep.:  38870, Loss: 4.867, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 39:46:19 \n",
      "Ep.:  38880, Loss: 5.692, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 39:47:04 \n",
      "Ep.:  38890, Loss: 5.330, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  26.00 Time: 39:47:54 \n",
      "Ep.:  38900, Loss: 5.595, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 39:48:45 \n",
      "Ep.:  38910, Loss: 5.679, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  24.00 Time: 39:49:25 \n",
      "Ep.:  38920, Loss: 4.865, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 39:49:58 \n",
      "Ep.:  38930, Loss: 6.918, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  21.00 Time: 39:50:32 \n",
      "Ep.:  38940, Loss: 6.332, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 39:51:09 \n",
      "Ep.:  38950, Loss: 5.609, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  27.00 Time: 39:51:47 \n",
      "Ep.:  38960, Loss: 5.857, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 39:52:38 \n",
      "Ep.:  38970, Loss: 4.718, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  28.00 Time: 39:53:12 \n",
      "Ep.:  38980, Loss: 6.760, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  34.00 Time: 39:53:47 \n",
      "Ep.:  38990, Loss: 7.423, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  23.00 Time: 39:54:21 \n",
      "Ep.:  39000, Loss: 6.130, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  32.00 Time: 39:54:55 \n",
      "Ep.:  39010, Loss: 6.299, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  24.00 Time: 39:55:32 \n",
      "Ep.:  39020, Loss: 5.798, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  23.00 Time: 39:56:08 \n",
      "Ep.:  39030, Loss: 6.637, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  29.00 Time: 39:56:44 \n",
      "Ep.:  39040, Loss: 7.224, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 39:57:20 \n",
      "Ep.:  39050, Loss: 5.892, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 39:57:58 \n",
      "Ep.:  39060, Loss: 5.458, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 39:58:32 \n",
      "Ep.:  39070, Loss: 5.216, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  21.00 Time: 39:59:05 \n",
      "Ep.:  39080, Loss: 5.595, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  22.00 Time: 39:59:40 \n",
      "Ep.:  39090, Loss: 6.399, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 40:00:15 \n",
      "Ep.:  39100, Loss: 5.213, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  35.00 Time: 40:00:51 \n",
      "Ep.:  39110, Loss: 6.851, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  27.00 Time: 40:01:28 \n",
      "Ep.:  39120, Loss: 6.800, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 40:02:04 \n",
      "Ep.:  39130, Loss: 5.835, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  31.00 Time: 40:02:41 \n",
      "Ep.:  39140, Loss: 5.742, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 40:03:15 \n",
      "Ep.:  39150, Loss: 6.979, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  21.00 Time: 40:03:51 \n",
      "Ep.:  39160, Loss: 7.075, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  22.00 Time: 40:04:26 \n",
      "Ep.:  39170, Loss: 5.131, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  26.00 Time: 40:05:03 \n",
      "Ep.:  39180, Loss: 5.442, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 40:05:38 \n",
      "Ep.:  39190, Loss: 4.883, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  32.00 Time: 40:06:14 \n",
      "Ep.:  39200, Loss: 5.327, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  30.00 Time: 40:06:48 \n",
      "Ep.:  39210, Loss: 6.210, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 40:07:25 \n",
      "Ep.:  39220, Loss: 6.842, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  31.00 Time: 40:07:59 \n",
      "Ep.:  39230, Loss: 6.264, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  30.00 Time: 40:08:36 \n",
      "Ep.:  39240, Loss: 5.686, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  29.00 Time: 40:09:12 \n",
      "Ep.:  39250, Loss: 6.824, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  22.00 Time: 40:09:50 \n",
      "Ep.:  39260, Loss: 6.012, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 40:10:25 \n",
      "Ep.:  39270, Loss: 4.589, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  24.00 Time: 40:11:01 \n",
      "Ep.:  39280, Loss: 5.939, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 40:11:37 \n",
      "Ep.:  39290, Loss: 4.676, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  26.00 Time: 40:12:12 \n",
      "Ep.:  39300, Loss: 6.064, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 40:12:49 \n",
      "Ep.:  39310, Loss: 7.022, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  21.00 Time: 40:13:23 \n",
      "Ep.:  39320, Loss: 5.983, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 40:14:01 \n",
      "Ep.:  39330, Loss: 5.284, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 40:14:37 \n",
      "Ep.:  39340, Loss: 5.989, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  29.00 Time: 40:15:11 \n",
      "Ep.:  39350, Loss: 6.247, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  35.00 Time: 40:15:48 \n",
      "Ep.:  39360, Loss: 6.357, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  28.00 Time: 40:16:22 \n",
      "Ep.:  39370, Loss: 5.589, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  24.00 Time: 40:16:59 \n",
      "Ep.:  39380, Loss: 5.868, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  37.00 Time: 40:17:34 \n",
      "Ep.:  39390, Loss: 6.547, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 40:18:08 \n",
      "Ep.:  39400, Loss: 5.367, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  30.00 Time: 40:18:46 \n",
      "Ep.:  39410, Loss: 6.257, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  23.00 Time: 40:19:24 \n",
      "Ep.:  39420, Loss: 4.524, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 40:20:01 \n",
      "Ep.:  39430, Loss: 4.769, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 40:20:36 \n",
      "Ep.:  39440, Loss: 6.782, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 40:21:11 \n",
      "Ep.:  39450, Loss: 5.717, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 40:21:46 \n",
      "Ep.:  39460, Loss: 4.593, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 40:22:22 \n",
      "Ep.:  39470, Loss: 4.665, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  34.00 Time: 40:22:55 \n",
      "Ep.:  39480, Loss: 5.270, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  33.00 Time: 40:23:33 \n",
      "Ep.:  39490, Loss: 5.883, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  33.00 Time: 40:24:10 \n",
      "Ep.:  39500, Loss: 6.174, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 40:24:45 \n",
      "Ep.:  39510, Loss: 5.347, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 40:25:21 \n",
      "Ep.:  39520, Loss: 5.668, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  25.00 Time: 40:25:56 \n",
      "Ep.:  39530, Loss: 6.054, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 40:26:31 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  39540, Loss: 5.334, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  23.00 Time: 40:27:05 \n",
      "Ep.:  39550, Loss: 5.583, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 40:27:41 \n",
      "Ep.:  39560, Loss: 5.649, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 40:28:20 \n",
      "Ep.:  39570, Loss: 4.874, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 40:28:58 \n",
      "Ep.:  39580, Loss: 5.488, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  27.00 Time: 40:29:35 \n",
      "Ep.:  39590, Loss: 5.756, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  24.00 Time: 40:30:10 \n",
      "Ep.:  39600, Loss: 5.787, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  23.00 Time: 40:30:44 \n",
      "Ep.:  39610, Loss: 5.993, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 40:31:20 \n",
      "Ep.:  39620, Loss: 7.035, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 40:31:55 \n",
      "Ep.:  39630, Loss: 6.832, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  34.00 Time: 40:32:29 \n",
      "Ep.:  39640, Loss: 5.275, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  28.00 Time: 40:33:08 \n",
      "Ep.:  39650, Loss: 5.768, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 40:33:45 \n",
      "Ep.:  39660, Loss: 5.909, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  29.00 Time: 40:34:22 \n",
      "Ep.:  39670, Loss: 4.379, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  32.00 Time: 40:34:59 \n",
      "Ep.:  39680, Loss: 6.226, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 40:35:36 \n",
      "Ep.:  39690, Loss: 5.411, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  35.00 Time: 40:36:11 \n",
      "Ep.:  39700, Loss: 5.429, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 40:36:48 \n",
      "Ep.:  39710, Loss: 5.996, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 40:37:25 \n",
      "Ep.:  39720, Loss: 5.318, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  31.00 Time: 40:38:04 \n",
      "Ep.:  39730, Loss: 5.780, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  34.00 Time: 40:38:39 \n",
      "Ep.:  39740, Loss: 5.300, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 40:39:15 \n",
      "Ep.:  39750, Loss: 7.188, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  27.00 Time: 40:39:51 \n",
      "Ep.:  39760, Loss: 5.091, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 40:40:28 \n",
      "Ep.:  39770, Loss: 6.193, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  30.00 Time: 40:41:05 \n",
      "Ep.:  39780, Loss: 6.057, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  24.00 Time: 40:41:43 \n",
      "Ep.:  39790, Loss: 5.761, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  22.00 Time: 40:42:21 \n",
      "Ep.:  39800, Loss: 6.780, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 40:42:58 \n",
      "Ep.:  39810, Loss: 4.991, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 40:43:33 \n",
      "Ep.:  39820, Loss: 5.649, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 40:44:10 \n",
      "Ep.:  39830, Loss: 7.218, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 40:44:48 \n",
      "Ep.:  39840, Loss: 4.736, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  35.00 Time: 40:45:23 \n",
      "Ep.:  39850, Loss: 6.255, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  33.00 Time: 40:45:59 \n",
      "Ep.:  39860, Loss: 5.114, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 40:46:36 \n",
      "Ep.:  39870, Loss: 5.680, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 40:47:12 \n",
      "Ep.:  39880, Loss: 6.499, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 40:47:49 \n",
      "Ep.:  39890, Loss: 5.352, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  37.00 Time: 40:48:27 \n",
      "Ep.:  39900, Loss: 5.807, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 40:49:03 \n",
      "Ep.:  39910, Loss: 5.857, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 40:49:40 \n",
      "Ep.:  39920, Loss: 5.355, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  33.00 Time: 40:50:15 \n",
      "Ep.:  39930, Loss: 5.895, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 40:50:50 \n",
      "Ep.:  39940, Loss: 5.601, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  30.00 Time: 40:51:26 \n",
      "Ep.:  39950, Loss: 5.347, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 40:52:03 \n",
      "Ep.:  39960, Loss: 6.404, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  31.00 Time: 40:52:36 \n",
      "Ep.:  39970, Loss: 4.486, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 40:53:12 \n",
      "Ep.:  39980, Loss: 5.410, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  28.00 Time: 40:53:54 \n",
      "Ep.:  39990, Loss: 5.383, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 40:54:31 \n",
      "Ep.:  40000, Loss: 5.656, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 40:55:06 \n",
      "Ep.:  40010, Loss: 5.661, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  20.00 Time: 40:55:43 \n",
      "Ep.:  40020, Loss: 5.212, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  21.00 Time: 40:56:21 \n",
      "Ep.:  40030, Loss: 6.781, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 40:56:57 \n",
      "Ep.:  40040, Loss: 5.389, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 40:57:36 \n",
      "Ep.:  40050, Loss: 5.666, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 40:58:11 \n",
      "Ep.:  40060, Loss: 5.809, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  32.00 Time: 40:58:47 \n",
      "Ep.:  40070, Loss: 7.381, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  35.00 Time: 40:59:23 \n",
      "Ep.:  40080, Loss: 5.843, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 40:59:58 \n",
      "Ep.:  40090, Loss: 6.239, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 41:00:33 \n",
      "Ep.:  40100, Loss: 5.431, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  26.00 Time: 41:01:11 \n",
      "Ep.:  40110, Loss: 6.501, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  23.00 Time: 41:01:45 \n",
      "Ep.:  40120, Loss: 5.300, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 41:02:23 \n",
      "Ep.:  40130, Loss: 6.539, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 41:03:00 \n",
      "Ep.:  40140, Loss: 6.447, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  23.00 Time: 41:03:34 \n",
      "Ep.:  40150, Loss: 5.457, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  29.00 Time: 41:04:10 \n",
      "Ep.:  40160, Loss: 6.151, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 41:04:48 \n",
      "Ep.:  40170, Loss: 4.756, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  32.00 Time: 41:05:26 \n",
      "Ep.:  40180, Loss: 5.060, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  25.00 Time: 41:06:02 \n",
      "Ep.:  40190, Loss: 6.395, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 41:06:36 \n",
      "Ep.:  40200, Loss: 4.916, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 41:07:13 \n",
      "Ep.:  40210, Loss: 5.671, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 41:07:49 \n",
      "Ep.:  40220, Loss: 5.830, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 41:08:26 \n",
      "Ep.:  40230, Loss: 6.245, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 41:09:05 \n",
      "Ep.:  40240, Loss: 5.555, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  26.00 Time: 41:09:44 \n",
      "Ep.:  40250, Loss: 6.341, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 41:10:21 \n",
      "Ep.:  40260, Loss: 5.641, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 41:10:58 \n",
      "Ep.:  40270, Loss: 7.256, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  29.00 Time: 41:11:34 \n",
      "Ep.:  40280, Loss: 5.343, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  37.00 Time: 41:12:10 \n",
      "Ep.:  40290, Loss: 6.749, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  38.00 Time: 41:12:56 \n",
      "Ep.:  40300, Loss: 6.838, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  31.00 Time: 41:13:31 \n",
      "Ep.:  40310, Loss: 4.008, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  29.00 Time: 41:14:07 \n",
      "Ep.:  40320, Loss: 5.310, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 41:14:43 \n",
      "Ep.:  40330, Loss: 4.692, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 41:15:20 \n",
      "Ep.:  40340, Loss: 5.199, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  34.00 Time: 41:15:57 \n",
      "Ep.:  40350, Loss: 5.826, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 41:16:32 \n",
      "Ep.:  40360, Loss: 5.407, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  27.00 Time: 41:17:13 \n",
      "Ep.:  40370, Loss: 5.860, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 41:17:57 \n",
      "Ep.:  40380, Loss: 6.455, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 41:18:33 \n",
      "Ep.:  40390, Loss: 6.049, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 41:19:10 \n",
      "Ep.:  40400, Loss: 6.127, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  31.00 Time: 41:19:44 \n",
      "Ep.:  40410, Loss: 5.194, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 41:20:18 \n",
      "Ep.:  40420, Loss: 5.097, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  24.00 Time: 41:20:54 \n",
      "Ep.:  40430, Loss: 4.446, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  25.00 Time: 41:21:31 \n",
      "Ep.:  40440, Loss: 4.537, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  28.00 Time: 41:22:07 \n",
      "Ep.:  40450, Loss: 5.385, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 41:22:45 \n",
      "Ep.:  40460, Loss: 4.906, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 41:23:22 \n",
      "Ep.:  40470, Loss: 6.473, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 41:23:58 \n",
      "Ep.:  40480, Loss: 6.145, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 41:24:35 \n",
      "Ep.:  40490, Loss: 5.735, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  30.00 Time: 41:25:11 \n",
      "Ep.:  40500, Loss: 5.086, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 41:25:48 \n",
      "Ep.:  40510, Loss: 4.327, Avg.Score: 328.00, Avg.LenOfSnake: 16.93, Max.LenOfSnake:  30.00 Time: 41:26:26 \n",
      "Ep.:  40520, Loss: 5.562, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  21.00 Time: 41:27:04 \n",
      "Ep.:  40530, Loss: 6.299, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 41:27:40 \n",
      "Ep.:  40540, Loss: 5.913, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  31.00 Time: 41:28:15 \n",
      "Ep.:  40550, Loss: 7.131, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 41:28:50 \n",
      "Ep.:  40560, Loss: 4.814, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 41:29:26 \n",
      "Ep.:  40570, Loss: 4.746, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  30.00 Time: 41:30:14 \n",
      "Ep.:  40580, Loss: 6.418, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 41:31:03 \n",
      "Ep.:  40590, Loss: 5.842, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  21.00 Time: 41:31:59 \n",
      "Ep.:  40600, Loss: 5.249, Avg.Score: 319.00, Avg.LenOfSnake: 16.63, Max.LenOfSnake:  28.00 Time: 41:32:40 \n",
      "Ep.:  40610, Loss: 5.708, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 41:33:25 \n",
      "Ep.:  40620, Loss: 5.858, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 41:34:10 \n",
      "Ep.:  40630, Loss: 5.879, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  23.00 Time: 41:34:54 \n",
      "Ep.:  40640, Loss: 5.777, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 41:35:32 \n",
      "Ep.:  40650, Loss: 6.015, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  23.00 Time: 41:36:12 \n",
      "Ep.:  40660, Loss: 4.872, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  22.00 Time: 41:36:53 \n",
      "Ep.:  40670, Loss: 6.245, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  28.00 Time: 41:37:41 \n",
      "Ep.:  40680, Loss: 5.823, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 41:38:29 \n",
      "Ep.:  40690, Loss: 4.690, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  32.00 Time: 41:39:05 \n",
      "Ep.:  40700, Loss: 5.236, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 41:39:53 \n",
      "Ep.:  40710, Loss: 6.328, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 41:40:35 \n",
      "Ep.:  40720, Loss: 5.491, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 41:41:09 \n",
      "Ep.:  40730, Loss: 6.088, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  29.00 Time: 41:41:58 \n",
      "Ep.:  40740, Loss: 5.343, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  29.00 Time: 41:42:36 \n",
      "Ep.:  40750, Loss: 5.602, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 41:43:16 \n",
      "Ep.:  40760, Loss: 4.359, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 41:44:01 \n",
      "Ep.:  40770, Loss: 5.742, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  35.00 Time: 41:44:38 \n",
      "Ep.:  40780, Loss: 6.263, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  31.00 Time: 41:45:29 \n",
      "Ep.:  40790, Loss: 6.037, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  25.00 Time: 41:46:04 \n",
      "Ep.:  40800, Loss: 5.550, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  27.00 Time: 41:46:43 \n",
      "Ep.:  40810, Loss: 4.652, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  31.00 Time: 41:47:21 \n",
      "Ep.:  40820, Loss: 5.648, Avg.Score: 325.00, Avg.LenOfSnake: 16.83, Max.LenOfSnake:  28.00 Time: 41:47:58 \n",
      "Ep.:  40830, Loss: 5.458, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  24.00 Time: 41:48:35 \n",
      "Ep.:  40840, Loss: 6.590, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 41:49:09 \n",
      "Ep.:  40850, Loss: 6.071, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  30.00 Time: 41:49:48 \n",
      "Ep.:  40860, Loss: 6.425, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  29.00 Time: 41:50:32 \n",
      "Ep.:  40870, Loss: 5.820, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 41:51:09 \n",
      "Ep.:  40880, Loss: 5.268, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  31.00 Time: 41:51:48 \n",
      "Ep.:  40890, Loss: 4.977, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 41:52:37 \n",
      "Ep.:  40900, Loss: 5.194, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 41:53:17 \n",
      "Ep.:  40910, Loss: 4.912, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 41:53:58 \n",
      "Ep.:  40920, Loss: 4.405, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 41:54:46 \n",
      "Ep.:  40930, Loss: 6.024, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 41:55:27 \n",
      "Ep.:  40940, Loss: 5.148, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  22.00 Time: 41:56:06 \n",
      "Ep.:  40950, Loss: 5.772, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  33.00 Time: 41:56:40 \n",
      "Ep.:  40960, Loss: 5.402, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 41:57:16 \n",
      "Ep.:  40970, Loss: 5.742, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  20.00 Time: 41:57:54 \n",
      "Ep.:  40980, Loss: 5.638, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 41:58:36 \n",
      "Ep.:  40990, Loss: 6.094, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  29.00 Time: 41:59:20 \n",
      "Ep.:  41000, Loss: 6.324, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  25.00 Time: 42:00:07 \n",
      "Ep.:  41010, Loss: 6.283, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 42:00:45 \n",
      "Ep.:  41020, Loss: 6.481, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 42:01:23 \n",
      "Ep.:  41030, Loss: 5.687, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  33.00 Time: 42:02:01 \n",
      "Ep.:  41040, Loss: 4.756, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 42:02:44 \n",
      "Ep.:  41050, Loss: 6.742, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 42:03:17 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  41060, Loss: 6.653, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 42:04:04 \n",
      "Ep.:  41070, Loss: 5.652, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  30.00 Time: 42:04:46 \n",
      "Ep.:  41080, Loss: 5.645, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  24.00 Time: 42:05:26 \n",
      "Ep.:  41090, Loss: 5.133, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  22.00 Time: 42:06:09 \n",
      "Ep.:  41100, Loss: 4.395, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  31.00 Time: 42:06:57 \n",
      "Ep.:  41110, Loss: 7.037, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  39.00 Time: 42:07:35 \n",
      "Ep.:  41120, Loss: 6.519, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  28.00 Time: 42:08:20 \n",
      "Ep.:  41130, Loss: 6.090, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 42:08:59 \n",
      "Ep.:  41140, Loss: 7.209, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 42:09:43 \n",
      "Ep.:  41150, Loss: 5.318, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 42:10:23 \n",
      "Ep.:  41160, Loss: 5.803, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  35.00 Time: 42:10:58 \n",
      "Ep.:  41170, Loss: 6.310, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 42:11:34 \n",
      "Ep.:  41180, Loss: 4.610, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 42:12:09 \n",
      "Ep.:  41190, Loss: 5.512, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  26.00 Time: 42:12:46 \n",
      "Ep.:  41200, Loss: 5.981, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  26.00 Time: 42:13:22 \n",
      "Ep.:  41210, Loss: 5.948, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  25.00 Time: 42:14:00 \n",
      "Ep.:  41220, Loss: 4.763, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  22.00 Time: 42:14:38 \n",
      "Ep.:  41230, Loss: 7.442, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 42:15:17 \n",
      "Ep.:  41240, Loss: 4.520, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 42:15:55 \n",
      "Ep.:  41250, Loss: 4.031, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 42:16:35 \n",
      "Ep.:  41260, Loss: 5.189, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 42:17:15 \n",
      "Ep.:  41270, Loss: 5.532, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 42:17:55 \n",
      "Ep.:  41280, Loss: 4.579, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 42:18:31 \n",
      "Ep.:  41290, Loss: 6.221, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  34.00 Time: 42:19:07 \n",
      "Ep.:  41300, Loss: 5.917, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 42:19:43 \n",
      "Ep.:  41310, Loss: 4.653, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 42:20:19 \n",
      "Ep.:  41320, Loss: 5.245, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 42:20:57 \n",
      "Ep.:  41330, Loss: 4.895, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  24.00 Time: 42:21:35 \n",
      "Ep.:  41340, Loss: 5.384, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 42:22:12 \n",
      "Ep.:  41350, Loss: 4.807, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  21.00 Time: 42:22:50 \n",
      "Ep.:  41360, Loss: 4.400, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  25.00 Time: 42:23:29 \n",
      "Ep.:  41370, Loss: 6.082, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 42:24:06 \n",
      "Ep.:  41380, Loss: 5.700, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 42:24:43 \n",
      "Ep.:  41390, Loss: 6.121, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  30.00 Time: 42:25:24 \n",
      "Ep.:  41400, Loss: 4.776, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  32.00 Time: 42:26:05 \n",
      "Ep.:  41410, Loss: 5.804, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 42:26:43 \n",
      "Ep.:  41420, Loss: 5.672, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 42:27:22 \n",
      "Ep.:  41430, Loss: 5.927, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 42:28:01 \n",
      "Ep.:  41440, Loss: 6.612, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  23.00 Time: 42:28:36 \n",
      "Ep.:  41450, Loss: 6.710, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  26.00 Time: 42:29:12 \n",
      "Ep.:  41460, Loss: 4.929, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  28.00 Time: 42:29:49 \n",
      "Ep.:  41470, Loss: 6.072, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 42:30:24 \n",
      "Ep.:  41480, Loss: 5.420, Avg.Score: 126.00, Avg.LenOfSnake: 10.20, Max.LenOfSnake:  28.00 Time: 42:31:00 \n",
      "Ep.:  41490, Loss: 6.074, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  32.00 Time: 42:31:36 \n",
      "Ep.:  41500, Loss: 4.560, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  35.00 Time: 42:32:13 \n",
      "Ep.:  41510, Loss: 5.104, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  20.00 Time: 42:32:49 \n",
      "Ep.:  41520, Loss: 4.879, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 42:33:27 \n",
      "Ep.:  41530, Loss: 5.844, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 42:34:06 \n",
      "Ep.:  41540, Loss: 6.159, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 42:34:44 \n",
      "Ep.:  41550, Loss: 5.834, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  28.00 Time: 42:35:22 \n",
      "Ep.:  41560, Loss: 6.734, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 42:35:59 \n",
      "Ep.:  41570, Loss: 5.635, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 42:36:38 \n",
      "Ep.:  41580, Loss: 5.988, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  31.00 Time: 42:37:14 \n",
      "Ep.:  41590, Loss: 4.975, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 42:37:51 \n",
      "Ep.:  41600, Loss: 5.825, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 42:38:29 \n",
      "Ep.:  41610, Loss: 6.398, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 42:39:03 \n",
      "Ep.:  41620, Loss: 6.183, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  23.00 Time: 42:39:41 \n",
      "Ep.:  41630, Loss: 5.141, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 42:40:19 \n",
      "Ep.:  41640, Loss: 5.428, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 42:40:53 \n",
      "Ep.:  41650, Loss: 5.013, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  26.00 Time: 42:41:32 \n",
      "Ep.:  41660, Loss: 4.672, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 42:42:10 \n",
      "Ep.:  41670, Loss: 7.001, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 42:42:47 \n",
      "Ep.:  41680, Loss: 6.727, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  23.00 Time: 42:43:24 \n",
      "Ep.:  41690, Loss: 5.620, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  24.00 Time: 42:44:02 \n",
      "Ep.:  41700, Loss: 5.356, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 42:44:40 \n",
      "Ep.:  41710, Loss: 5.397, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  29.00 Time: 42:45:17 \n",
      "Ep.:  41720, Loss: 4.792, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  32.00 Time: 42:45:55 \n",
      "Ep.:  41730, Loss: 5.712, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 42:46:33 \n",
      "Ep.:  41740, Loss: 5.171, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 42:47:11 \n",
      "Ep.:  41750, Loss: 6.004, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  25.00 Time: 42:47:46 \n",
      "Ep.:  41760, Loss: 4.491, Avg.Score: 140.00, Avg.LenOfSnake: 10.67, Max.LenOfSnake:  24.00 Time: 42:48:19 \n",
      "Ep.:  41770, Loss: 6.045, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  23.00 Time: 42:48:57 \n",
      "Ep.:  41780, Loss: 5.525, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  28.00 Time: 42:49:34 \n",
      "Ep.:  41790, Loss: 4.959, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  36.00 Time: 42:50:08 \n",
      "Ep.:  41800, Loss: 5.623, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  32.00 Time: 42:50:44 \n",
      "Ep.:  41810, Loss: 6.157, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  35.00 Time: 42:51:22 \n",
      "Ep.:  41820, Loss: 5.890, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 42:51:58 \n",
      "Ep.:  41830, Loss: 5.560, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  33.00 Time: 42:52:35 \n",
      "Ep.:  41840, Loss: 4.981, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  24.00 Time: 42:53:10 \n",
      "Ep.:  41850, Loss: 6.452, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  24.00 Time: 42:53:48 \n",
      "Ep.:  41860, Loss: 4.909, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 42:54:22 \n",
      "Ep.:  41870, Loss: 5.609, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  20.00 Time: 42:54:59 \n",
      "Ep.:  41880, Loss: 5.026, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  28.00 Time: 42:55:37 \n",
      "Ep.:  41890, Loss: 6.895, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 42:56:13 \n",
      "Ep.:  41900, Loss: 6.128, Avg.Score: 325.00, Avg.LenOfSnake: 16.83, Max.LenOfSnake:  30.00 Time: 42:56:47 \n",
      "Ep.:  41910, Loss: 6.801, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 42:57:22 \n",
      "Ep.:  41920, Loss: 5.197, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  31.00 Time: 42:57:59 \n",
      "Ep.:  41930, Loss: 5.950, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  22.00 Time: 42:58:32 \n",
      "Ep.:  41940, Loss: 5.078, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  29.00 Time: 42:59:10 \n",
      "Ep.:  41950, Loss: 5.742, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 42:59:46 \n",
      "Ep.:  41960, Loss: 5.832, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 43:00:20 \n",
      "Ep.:  41970, Loss: 5.455, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 43:00:56 \n",
      "Ep.:  41980, Loss: 6.311, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  27.00 Time: 43:01:31 \n",
      "Ep.:  41990, Loss: 5.435, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 43:02:07 \n",
      "Ep.:  42000, Loss: 6.051, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  28.00 Time: 43:02:42 \n",
      "Ep.:  42010, Loss: 6.260, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 43:03:16 \n",
      "Ep.:  42020, Loss: 5.343, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 43:03:52 \n",
      "Ep.:  42030, Loss: 5.801, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 43:04:31 \n",
      "Ep.:  42040, Loss: 5.183, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 43:05:04 \n",
      "Ep.:  42050, Loss: 7.197, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 43:05:40 \n",
      "Ep.:  42060, Loss: 6.607, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  36.00 Time: 43:06:15 \n",
      "Ep.:  42070, Loss: 5.807, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  25.00 Time: 43:06:50 \n",
      "Ep.:  42080, Loss: 5.534, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 43:07:23 \n",
      "Ep.:  42090, Loss: 6.842, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  34.00 Time: 43:08:00 \n",
      "Ep.:  42100, Loss: 7.968, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  22.00 Time: 43:08:35 \n",
      "Ep.:  42110, Loss: 6.448, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 43:09:10 \n",
      "Ep.:  42120, Loss: 6.301, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  21.00 Time: 43:09:45 \n",
      "Ep.:  42130, Loss: 5.108, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 43:10:25 \n",
      "Ep.:  42140, Loss: 6.860, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  25.00 Time: 43:11:02 \n",
      "Ep.:  42150, Loss: 5.679, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 43:11:38 \n",
      "Ep.:  42160, Loss: 6.718, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  27.00 Time: 43:12:13 \n",
      "Ep.:  42170, Loss: 5.957, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  24.00 Time: 43:12:51 \n",
      "Ep.:  42180, Loss: 5.198, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  22.00 Time: 43:13:26 \n",
      "Ep.:  42190, Loss: 5.861, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  27.00 Time: 43:14:00 \n",
      "Ep.:  42200, Loss: 5.418, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  27.00 Time: 43:14:35 \n",
      "Ep.:  42210, Loss: 6.305, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  33.00 Time: 43:15:10 \n",
      "Ep.:  42220, Loss: 6.046, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  20.00 Time: 43:15:46 \n",
      "Ep.:  42230, Loss: 6.279, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  33.00 Time: 43:16:22 \n",
      "Ep.:  42240, Loss: 6.794, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  34.00 Time: 43:16:56 \n",
      "Ep.:  42250, Loss: 5.796, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 43:17:32 \n",
      "Ep.:  42260, Loss: 5.089, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  34.00 Time: 43:18:07 \n",
      "Ep.:  42270, Loss: 6.493, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 43:18:44 \n",
      "Ep.:  42280, Loss: 4.273, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 43:19:20 \n",
      "Ep.:  42290, Loss: 5.777, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 43:19:56 \n",
      "Ep.:  42300, Loss: 6.261, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 43:20:32 \n",
      "Ep.:  42310, Loss: 6.172, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  31.00 Time: 43:21:08 \n",
      "Ep.:  42320, Loss: 6.958, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 43:21:44 \n",
      "Ep.:  42330, Loss: 5.045, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 43:22:19 \n",
      "Ep.:  42340, Loss: 5.267, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 43:22:54 \n",
      "Ep.:  42350, Loss: 4.844, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  27.00 Time: 43:23:32 \n",
      "Ep.:  42360, Loss: 6.124, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  27.00 Time: 43:24:06 \n",
      "Ep.:  42370, Loss: 6.371, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  28.00 Time: 43:24:42 \n",
      "Ep.:  42380, Loss: 6.061, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 43:25:17 \n",
      "Ep.:  42390, Loss: 5.203, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  29.00 Time: 43:25:54 \n",
      "Ep.:  42400, Loss: 7.792, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 43:26:31 \n",
      "Ep.:  42410, Loss: 5.147, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 43:27:05 \n",
      "Ep.:  42420, Loss: 5.305, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 43:27:41 \n",
      "Ep.:  42430, Loss: 5.773, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  34.00 Time: 43:28:17 \n",
      "Ep.:  42440, Loss: 5.438, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 43:28:52 \n",
      "Ep.:  42450, Loss: 6.124, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  35.00 Time: 43:29:27 \n",
      "Ep.:  42460, Loss: 5.971, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  26.00 Time: 43:30:01 \n",
      "Ep.:  42470, Loss: 5.316, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 43:30:37 \n",
      "Ep.:  42480, Loss: 4.745, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 43:31:13 \n",
      "Ep.:  42490, Loss: 5.002, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  36.00 Time: 43:31:48 \n",
      "Ep.:  42500, Loss: 4.622, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  21.00 Time: 43:32:25 \n",
      "Ep.:  42510, Loss: 4.599, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 43:33:01 \n",
      "Ep.:  42520, Loss: 5.794, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  22.00 Time: 43:33:33 \n",
      "Ep.:  42530, Loss: 5.497, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 43:34:11 \n",
      "Ep.:  42540, Loss: 5.518, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  27.00 Time: 43:34:50 \n",
      "Ep.:  42550, Loss: 6.534, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 43:35:27 \n",
      "Ep.:  42560, Loss: 5.563, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  29.00 Time: 43:36:03 \n",
      "Ep.:  42570, Loss: 6.039, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 43:36:40 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  42580, Loss: 7.508, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 43:37:15 \n",
      "Ep.:  42590, Loss: 5.501, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  36.00 Time: 43:37:51 \n",
      "Ep.:  42600, Loss: 5.143, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  24.00 Time: 43:38:26 \n",
      "Ep.:  42610, Loss: 7.046, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  26.00 Time: 43:39:04 \n",
      "Ep.:  42620, Loss: 6.128, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  28.00 Time: 43:39:40 \n",
      "Ep.:  42630, Loss: 4.260, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  28.00 Time: 43:40:17 \n",
      "Ep.:  42640, Loss: 4.990, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  31.00 Time: 43:40:55 \n",
      "Ep.:  42650, Loss: 4.634, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 43:41:30 \n",
      "Ep.:  42660, Loss: 5.507, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  28.00 Time: 43:42:07 \n",
      "Ep.:  42670, Loss: 6.846, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 43:42:41 \n",
      "Ep.:  42680, Loss: 6.045, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 43:43:17 \n",
      "Ep.:  42690, Loss: 5.777, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  32.00 Time: 43:43:53 \n",
      "Ep.:  42700, Loss: 5.882, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 43:44:29 \n",
      "Ep.:  42710, Loss: 6.070, Avg.Score: 147.00, Avg.LenOfSnake: 10.90, Max.LenOfSnake:  20.00 Time: 43:45:05 \n",
      "Ep.:  42720, Loss: 4.553, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 43:45:41 \n",
      "Ep.:  42730, Loss: 4.846, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  26.00 Time: 43:46:19 \n",
      "Ep.:  42740, Loss: 4.805, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 43:46:56 \n",
      "Ep.:  42750, Loss: 5.383, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 43:47:33 \n",
      "Ep.:  42760, Loss: 5.820, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 43:48:07 \n",
      "Ep.:  42770, Loss: 4.634, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  35.00 Time: 43:48:47 \n",
      "Ep.:  42780, Loss: 7.023, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  31.00 Time: 43:49:25 \n",
      "Ep.:  42790, Loss: 5.929, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  32.00 Time: 43:50:03 \n",
      "Ep.:  42800, Loss: 6.850, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 43:50:38 \n",
      "Ep.:  42810, Loss: 5.524, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  26.00 Time: 43:51:14 \n",
      "Ep.:  42820, Loss: 7.687, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  31.00 Time: 43:51:51 \n",
      "Ep.:  42830, Loss: 6.170, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  33.00 Time: 43:52:28 \n",
      "Ep.:  42840, Loss: 5.165, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 43:53:05 \n",
      "Ep.:  42850, Loss: 6.436, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  33.00 Time: 43:53:46 \n",
      "Ep.:  42860, Loss: 5.058, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  22.00 Time: 43:54:22 \n",
      "Ep.:  42870, Loss: 5.063, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  30.00 Time: 43:55:02 \n",
      "Ep.:  42880, Loss: 5.750, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 43:55:41 \n",
      "Ep.:  42890, Loss: 5.320, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  26.00 Time: 43:56:19 \n",
      "Ep.:  42900, Loss: 6.207, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 43:57:01 \n",
      "Ep.:  42910, Loss: 7.236, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  24.00 Time: 43:57:45 \n",
      "Ep.:  42920, Loss: 4.738, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 43:58:27 \n",
      "Ep.:  42930, Loss: 5.534, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 43:59:06 \n",
      "Ep.:  42940, Loss: 4.922, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  25.00 Time: 43:59:45 \n",
      "Ep.:  42950, Loss: 4.374, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  26.00 Time: 44:00:32 \n",
      "Ep.:  42960, Loss: 5.723, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  22.00 Time: 44:01:13 \n",
      "Ep.:  42970, Loss: 5.541, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 44:01:48 \n",
      "Ep.:  42980, Loss: 5.705, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 44:02:28 \n",
      "Ep.:  42990, Loss: 5.322, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  27.00 Time: 44:03:15 \n",
      "Ep.:  43000, Loss: 6.891, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  20.00 Time: 44:03:55 \n",
      "Ep.:  43010, Loss: 5.267, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  31.00 Time: 44:04:35 \n",
      "Ep.:  43020, Loss: 6.115, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 44:05:11 \n",
      "Ep.:  43030, Loss: 4.884, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  31.00 Time: 44:05:48 \n",
      "Ep.:  43040, Loss: 7.161, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  26.00 Time: 44:06:25 \n",
      "Ep.:  43050, Loss: 4.801, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  24.00 Time: 44:07:07 \n",
      "Ep.:  43060, Loss: 5.611, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  26.00 Time: 44:07:45 \n",
      "Ep.:  43070, Loss: 6.092, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  33.00 Time: 44:08:23 \n",
      "Ep.:  43080, Loss: 6.567, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 44:09:07 \n",
      "Ep.:  43090, Loss: 4.125, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 44:09:51 \n",
      "Ep.:  43100, Loss: 5.847, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  27.00 Time: 44:10:31 \n",
      "Ep.:  43110, Loss: 5.349, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  24.00 Time: 44:11:14 \n",
      "Ep.:  43120, Loss: 5.422, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  22.00 Time: 44:11:54 \n",
      "Ep.:  43130, Loss: 6.082, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  26.00 Time: 44:12:30 \n",
      "Ep.:  43140, Loss: 6.374, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 44:13:10 \n",
      "Ep.:  43150, Loss: 4.826, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 44:13:46 \n",
      "Ep.:  43160, Loss: 5.177, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  41.00 Time: 44:14:26 \n",
      "Ep.:  43170, Loss: 5.962, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 44:15:13 \n",
      "Ep.:  43180, Loss: 4.955, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  30.00 Time: 44:15:58 \n",
      "Ep.:  43190, Loss: 5.615, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 44:16:37 \n",
      "Ep.:  43200, Loss: 6.316, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  26.00 Time: 44:17:32 \n",
      "Ep.:  43210, Loss: 4.989, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 44:18:13 \n",
      "Ep.:  43220, Loss: 6.069, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 44:19:04 \n",
      "Ep.:  43230, Loss: 5.292, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 44:19:49 \n",
      "Ep.:  43240, Loss: 5.289, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 44:20:27 \n",
      "Ep.:  43250, Loss: 5.756, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  29.00 Time: 44:21:07 \n",
      "Ep.:  43260, Loss: 7.041, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  29.00 Time: 44:21:42 \n",
      "Ep.:  43270, Loss: 6.112, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  36.00 Time: 44:22:20 \n",
      "Ep.:  43280, Loss: 6.245, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  25.00 Time: 44:22:57 \n",
      "Ep.:  43290, Loss: 4.851, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 44:23:33 \n",
      "Ep.:  43300, Loss: 6.393, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 44:24:12 \n",
      "Ep.:  43310, Loss: 4.912, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 44:24:47 \n",
      "Ep.:  43320, Loss: 5.539, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  22.00 Time: 44:25:22 \n",
      "Ep.:  43330, Loss: 5.463, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 44:25:59 \n",
      "Ep.:  43340, Loss: 5.308, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  33.00 Time: 44:26:36 \n",
      "Ep.:  43350, Loss: 5.382, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  32.00 Time: 44:27:13 \n",
      "Ep.:  43360, Loss: 5.738, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 44:27:48 \n",
      "Ep.:  43370, Loss: 4.741, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  24.00 Time: 44:28:24 \n",
      "Ep.:  43380, Loss: 4.806, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 44:29:02 \n",
      "Ep.:  43390, Loss: 4.968, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 44:29:38 \n",
      "Ep.:  43400, Loss: 6.393, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  23.00 Time: 44:30:13 \n",
      "Ep.:  43410, Loss: 5.075, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  26.00 Time: 44:30:49 \n",
      "Ep.:  43420, Loss: 6.412, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  30.00 Time: 44:31:26 \n",
      "Ep.:  43430, Loss: 5.353, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  30.00 Time: 44:32:08 \n",
      "Ep.:  43440, Loss: 5.968, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 44:32:47 \n",
      "Ep.:  43450, Loss: 5.777, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  36.00 Time: 44:33:22 \n",
      "Ep.:  43460, Loss: 6.239, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  25.00 Time: 44:33:57 \n",
      "Ep.:  43470, Loss: 5.000, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  33.00 Time: 44:34:31 \n",
      "Ep.:  43480, Loss: 5.656, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 44:35:07 \n",
      "Ep.:  43490, Loss: 5.291, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 44:35:42 \n",
      "Ep.:  43500, Loss: 5.065, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 44:36:17 \n",
      "Ep.:  43510, Loss: 4.711, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 44:36:54 \n",
      "Ep.:  43520, Loss: 5.409, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 44:37:30 \n",
      "Ep.:  43530, Loss: 4.977, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  22.00 Time: 44:38:05 \n",
      "Ep.:  43540, Loss: 5.688, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 44:38:41 \n",
      "Ep.:  43550, Loss: 5.509, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 44:39:18 \n",
      "Ep.:  43560, Loss: 5.628, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 44:39:55 \n",
      "Ep.:  43570, Loss: 5.084, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  36.00 Time: 44:40:32 \n",
      "Ep.:  43580, Loss: 4.405, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  34.00 Time: 44:41:09 \n",
      "Ep.:  43590, Loss: 6.081, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 44:41:47 \n",
      "Ep.:  43600, Loss: 5.831, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  27.00 Time: 44:42:25 \n",
      "Ep.:  43610, Loss: 5.368, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 44:43:02 \n",
      "Ep.:  43620, Loss: 5.476, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 44:43:36 \n",
      "Ep.:  43630, Loss: 4.888, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  27.00 Time: 44:44:16 \n",
      "Ep.:  43640, Loss: 5.265, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  26.00 Time: 44:44:56 \n",
      "Ep.:  43650, Loss: 5.751, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 44:45:32 \n",
      "Ep.:  43660, Loss: 5.799, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 44:46:10 \n",
      "Ep.:  43670, Loss: 4.927, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  31.00 Time: 44:46:45 \n",
      "Ep.:  43680, Loss: 6.731, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 44:47:25 \n",
      "Ep.:  43690, Loss: 6.552, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  18.00 Time: 44:48:12 \n",
      "Ep.:  43700, Loss: 5.425, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  22.00 Time: 44:48:50 \n",
      "Ep.:  43710, Loss: 6.716, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  25.00 Time: 44:49:25 \n",
      "Ep.:  43720, Loss: 4.699, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  26.00 Time: 44:50:02 \n",
      "Ep.:  43730, Loss: 6.738, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 44:50:42 \n",
      "Ep.:  43740, Loss: 5.060, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  25.00 Time: 44:51:19 \n",
      "Ep.:  43750, Loss: 5.318, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 44:51:58 \n",
      "Ep.:  43760, Loss: 4.845, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 44:52:34 \n",
      "Ep.:  43770, Loss: 6.283, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  22.00 Time: 44:53:13 \n",
      "Ep.:  43780, Loss: 6.669, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  32.00 Time: 44:53:52 \n",
      "Ep.:  43790, Loss: 5.581, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 44:54:30 \n",
      "Ep.:  43800, Loss: 6.100, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 44:55:04 \n",
      "Ep.:  43810, Loss: 6.355, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 44:55:39 \n",
      "Ep.:  43820, Loss: 5.490, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 44:56:19 \n",
      "Ep.:  43830, Loss: 7.088, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  20.00 Time: 44:56:58 \n",
      "Ep.:  43840, Loss: 5.808, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  23.00 Time: 44:57:35 \n",
      "Ep.:  43850, Loss: 4.742, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 44:58:11 \n",
      "Ep.:  43860, Loss: 5.943, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  25.00 Time: 44:58:48 \n",
      "Ep.:  43870, Loss: 6.305, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 44:59:25 \n",
      "Ep.:  43880, Loss: 5.102, Avg.Score: 342.00, Avg.LenOfSnake: 17.40, Max.LenOfSnake:  35.00 Time: 45:00:03 \n",
      "Ep.:  43890, Loss: 6.196, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 45:00:40 \n",
      "Ep.:  43900, Loss: 5.532, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 45:01:14 \n",
      "Ep.:  43910, Loss: 5.948, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 45:01:46 \n",
      "Ep.:  43920, Loss: 5.783, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  24.00 Time: 45:02:26 \n",
      "Ep.:  43930, Loss: 5.547, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 45:03:02 \n",
      "Ep.:  43940, Loss: 6.174, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  30.00 Time: 45:03:37 \n",
      "Ep.:  43950, Loss: 6.377, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  23.00 Time: 45:04:12 \n",
      "Ep.:  43960, Loss: 5.479, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  34.00 Time: 45:04:52 \n",
      "Ep.:  43970, Loss: 6.030, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  26.00 Time: 45:05:27 \n",
      "Ep.:  43980, Loss: 6.699, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  28.00 Time: 45:06:01 \n",
      "Ep.:  43990, Loss: 7.661, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 45:06:35 \n",
      "Ep.:  44000, Loss: 5.291, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 45:07:13 \n",
      "Ep.:  44010, Loss: 7.070, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  31.00 Time: 45:07:52 \n",
      "Ep.:  44020, Loss: 6.787, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  32.00 Time: 45:08:31 \n",
      "Ep.:  44030, Loss: 5.945, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 45:09:08 \n",
      "Ep.:  44040, Loss: 6.967, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  25.00 Time: 45:09:47 \n",
      "Ep.:  44050, Loss: 4.687, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 45:10:25 \n",
      "Ep.:  44060, Loss: 5.818, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 45:11:05 \n",
      "Ep.:  44070, Loss: 6.897, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  25.00 Time: 45:11:41 \n",
      "Ep.:  44080, Loss: 5.209, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 45:12:16 \n",
      "Ep.:  44090, Loss: 5.967, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 45:12:54 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  44100, Loss: 5.873, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  29.00 Time: 45:13:31 \n",
      "Ep.:  44110, Loss: 4.974, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 45:14:07 \n",
      "Ep.:  44120, Loss: 5.273, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 45:14:44 \n",
      "Ep.:  44130, Loss: 6.466, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 45:15:20 \n",
      "Ep.:  44140, Loss: 5.510, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 45:15:58 \n",
      "Ep.:  44150, Loss: 5.104, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  29.00 Time: 45:16:32 \n",
      "Ep.:  44160, Loss: 4.526, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  33.00 Time: 45:17:08 \n",
      "Ep.:  44170, Loss: 5.848, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 45:17:47 \n",
      "Ep.:  44180, Loss: 6.787, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  24.00 Time: 45:18:24 \n",
      "Ep.:  44190, Loss: 6.325, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  35.00 Time: 45:19:01 \n",
      "Ep.:  44200, Loss: 6.400, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  39.00 Time: 45:19:38 \n",
      "Ep.:  44210, Loss: 7.709, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  24.00 Time: 45:20:11 \n",
      "Ep.:  44220, Loss: 6.517, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  33.00 Time: 45:20:47 \n",
      "Ep.:  44230, Loss: 6.487, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  32.00 Time: 45:21:24 \n",
      "Ep.:  44240, Loss: 6.539, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  32.00 Time: 45:22:01 \n",
      "Ep.:  44250, Loss: 5.469, Avg.Score: 339.00, Avg.LenOfSnake: 17.30, Max.LenOfSnake:  34.00 Time: 45:22:37 \n",
      "Ep.:  44260, Loss: 5.074, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 45:23:15 \n",
      "Ep.:  44270, Loss: 6.212, Avg.Score: 333.00, Avg.LenOfSnake: 17.10, Max.LenOfSnake:  30.00 Time: 45:23:51 \n",
      "Ep.:  44280, Loss: 4.780, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  34.00 Time: 45:24:27 \n",
      "Ep.:  44290, Loss: 5.557, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 45:25:03 \n",
      "Ep.:  44300, Loss: 5.531, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 45:25:39 \n",
      "Ep.:  44310, Loss: 4.814, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  28.00 Time: 45:26:16 \n",
      "Ep.:  44320, Loss: 5.260, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  25.00 Time: 45:26:51 \n",
      "Ep.:  44330, Loss: 5.285, Avg.Score: 336.00, Avg.LenOfSnake: 17.20, Max.LenOfSnake:  43.00 Time: 45:27:29 \n",
      "Ep.:  44340, Loss: 5.841, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  31.00 Time: 45:28:05 \n",
      "Ep.:  44350, Loss: 5.510, Avg.Score: 188.00, Avg.LenOfSnake: 12.27, Max.LenOfSnake:  25.00 Time: 45:28:44 \n",
      "Ep.:  44360, Loss: 5.307, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  25.00 Time: 45:29:20 \n",
      "Ep.:  44370, Loss: 4.539, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 45:29:55 \n",
      "Ep.:  44380, Loss: 6.328, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 45:30:31 \n",
      "Ep.:  44390, Loss: 5.516, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  23.00 Time: 45:31:05 \n",
      "Ep.:  44400, Loss: 4.409, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 45:31:43 \n",
      "Ep.:  44410, Loss: 5.238, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  35.00 Time: 45:32:19 \n",
      "Ep.:  44420, Loss: 4.670, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 45:32:52 \n",
      "Ep.:  44430, Loss: 5.663, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 45:33:25 \n",
      "Ep.:  44440, Loss: 6.747, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  35.00 Time: 45:34:01 \n",
      "Ep.:  44450, Loss: 5.435, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  31.00 Time: 45:34:35 \n",
      "Ep.:  44460, Loss: 5.719, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  37.00 Time: 45:35:13 \n",
      "Ep.:  44470, Loss: 5.838, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  28.00 Time: 45:35:51 \n",
      "Ep.:  44480, Loss: 5.336, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 45:36:26 \n",
      "Ep.:  44490, Loss: 7.174, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  34.00 Time: 45:37:00 \n",
      "Ep.:  44500, Loss: 5.327, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  27.00 Time: 45:37:36 \n",
      "Ep.:  44510, Loss: 4.153, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  25.00 Time: 45:38:11 \n",
      "Ep.:  44520, Loss: 4.864, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 45:38:50 \n",
      "Ep.:  44530, Loss: 5.585, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 45:39:26 \n",
      "Ep.:  44540, Loss: 5.230, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 45:40:01 \n",
      "Ep.:  44550, Loss: 5.977, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 45:40:37 \n",
      "Ep.:  44560, Loss: 5.083, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  31.00 Time: 45:41:14 \n",
      "Ep.:  44570, Loss: 4.784, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  26.00 Time: 45:41:50 \n",
      "Ep.:  44580, Loss: 3.951, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 45:42:26 \n",
      "Ep.:  44590, Loss: 5.709, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 45:43:02 \n",
      "Ep.:  44600, Loss: 6.089, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  30.00 Time: 45:43:40 \n",
      "Ep.:  44610, Loss: 5.300, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 45:44:14 \n",
      "Ep.:  44620, Loss: 5.225, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 45:44:50 \n",
      "Ep.:  44630, Loss: 6.732, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  30.00 Time: 45:45:26 \n",
      "Ep.:  44640, Loss: 7.093, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 45:46:01 \n",
      "Ep.:  44650, Loss: 4.932, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 45:46:37 \n",
      "Ep.:  44660, Loss: 4.563, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  27.00 Time: 45:47:12 \n",
      "Ep.:  44670, Loss: 4.249, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  22.00 Time: 45:47:49 \n",
      "Ep.:  44680, Loss: 5.871, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 45:48:23 \n",
      "Ep.:  44690, Loss: 6.023, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  30.00 Time: 45:48:59 \n",
      "Ep.:  44700, Loss: 5.568, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  28.00 Time: 45:49:36 \n",
      "Ep.:  44710, Loss: 5.261, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 45:50:11 \n",
      "Ep.:  44720, Loss: 5.405, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  26.00 Time: 45:50:49 \n",
      "Ep.:  44730, Loss: 4.746, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 45:51:25 \n",
      "Ep.:  44740, Loss: 5.726, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  36.00 Time: 45:52:01 \n",
      "Ep.:  44750, Loss: 6.240, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 45:52:36 \n",
      "Ep.:  44760, Loss: 5.355, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 45:53:11 \n",
      "Ep.:  44770, Loss: 5.133, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 45:53:49 \n",
      "Ep.:  44780, Loss: 4.393, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  33.00 Time: 45:54:29 \n",
      "Ep.:  44790, Loss: 5.154, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 45:55:05 \n",
      "Ep.:  44800, Loss: 5.810, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  27.00 Time: 45:55:40 \n",
      "Ep.:  44810, Loss: 5.954, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  25.00 Time: 45:56:14 \n",
      "Ep.:  44820, Loss: 6.570, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  26.00 Time: 45:56:50 \n",
      "Ep.:  44830, Loss: 6.233, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  25.00 Time: 45:57:28 \n",
      "Ep.:  44840, Loss: 4.733, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  29.00 Time: 45:58:04 \n",
      "Ep.:  44850, Loss: 5.285, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 45:58:39 \n",
      "Ep.:  44860, Loss: 5.670, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  23.00 Time: 45:59:18 \n",
      "Ep.:  44870, Loss: 4.410, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  31.00 Time: 45:59:55 \n",
      "Ep.:  44880, Loss: 6.148, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  33.00 Time: 46:00:33 \n",
      "Ep.:  44890, Loss: 4.793, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 46:01:08 \n",
      "Ep.:  44900, Loss: 4.249, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 46:01:44 \n",
      "Ep.:  44910, Loss: 5.683, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 46:02:22 \n",
      "Ep.:  44920, Loss: 5.869, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 46:02:58 \n",
      "Ep.:  44930, Loss: 6.699, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  33.00 Time: 46:03:33 \n",
      "Ep.:  44940, Loss: 6.768, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  23.00 Time: 46:04:10 \n",
      "Ep.:  44950, Loss: 3.909, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  29.00 Time: 46:04:47 \n",
      "Ep.:  44960, Loss: 6.022, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 46:05:23 \n",
      "Ep.:  44970, Loss: 7.014, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  28.00 Time: 46:05:58 \n",
      "Ep.:  44980, Loss: 4.536, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  24.00 Time: 46:06:33 \n",
      "Ep.:  44990, Loss: 6.006, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 46:07:07 \n",
      "Ep.:  45000, Loss: 5.078, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 46:07:44 \n",
      "Ep.:  45010, Loss: 5.462, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 46:08:20 \n",
      "Ep.:  45020, Loss: 4.740, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 46:08:57 \n",
      "Ep.:  45030, Loss: 4.246, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 46:09:34 \n",
      "Ep.:  45040, Loss: 6.049, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 46:10:09 \n",
      "Ep.:  45050, Loss: 5.796, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 46:10:45 \n",
      "Ep.:  45060, Loss: 5.861, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  27.00 Time: 46:11:23 \n",
      "Ep.:  45070, Loss: 5.935, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  21.00 Time: 46:11:58 \n",
      "Ep.:  45080, Loss: 5.138, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  29.00 Time: 46:12:34 \n",
      "Ep.:  45090, Loss: 5.046, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 46:13:13 \n",
      "Ep.:  45100, Loss: 5.760, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 46:13:49 \n",
      "Ep.:  45110, Loss: 5.168, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 46:14:24 \n",
      "Ep.:  45120, Loss: 5.825, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  28.00 Time: 46:14:59 \n",
      "Ep.:  45130, Loss: 4.910, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 46:15:36 \n",
      "Ep.:  45140, Loss: 5.511, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 46:16:14 \n",
      "Ep.:  45150, Loss: 4.311, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 46:16:47 \n",
      "Ep.:  45160, Loss: 5.370, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  30.00 Time: 46:17:24 \n",
      "Ep.:  45170, Loss: 6.234, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 46:18:00 \n",
      "Ep.:  45180, Loss: 4.425, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  31.00 Time: 46:18:38 \n",
      "Ep.:  45190, Loss: 5.023, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  27.00 Time: 46:19:15 \n",
      "Ep.:  45200, Loss: 5.276, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 46:19:51 \n",
      "Ep.:  45210, Loss: 5.125, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  34.00 Time: 46:20:28 \n",
      "Ep.:  45220, Loss: 7.025, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 46:21:05 \n",
      "Ep.:  45230, Loss: 4.819, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 46:21:42 \n",
      "Ep.:  45240, Loss: 4.467, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  30.00 Time: 46:22:20 \n",
      "Ep.:  45250, Loss: 5.774, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  24.00 Time: 46:22:55 \n",
      "Ep.:  45260, Loss: 5.203, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 46:23:35 \n",
      "Ep.:  45270, Loss: 8.450, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 46:24:13 \n",
      "Ep.:  45280, Loss: 6.690, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  21.00 Time: 46:24:48 \n",
      "Ep.:  45290, Loss: 5.707, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 46:25:24 \n",
      "Ep.:  45300, Loss: 6.308, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 46:26:00 \n",
      "Ep.:  45310, Loss: 5.461, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  24.00 Time: 46:26:37 \n",
      "Ep.:  45320, Loss: 4.881, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 46:27:12 \n",
      "Ep.:  45330, Loss: 4.804, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 46:27:47 \n",
      "Ep.:  45340, Loss: 4.948, Avg.Score: 169.00, Avg.LenOfSnake: 11.63, Max.LenOfSnake:  23.00 Time: 46:28:21 \n",
      "Ep.:  45350, Loss: 5.303, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  31.00 Time: 46:29:02 \n",
      "Ep.:  45360, Loss: 6.637, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  28.00 Time: 46:29:41 \n",
      "Ep.:  45370, Loss: 5.756, Avg.Score: 183.00, Avg.LenOfSnake: 12.10, Max.LenOfSnake:  24.00 Time: 46:30:18 \n",
      "Ep.:  45380, Loss: 4.917, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  38.00 Time: 46:30:55 \n",
      "Ep.:  45390, Loss: 4.775, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 46:31:31 \n",
      "Ep.:  45400, Loss: 6.220, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  32.00 Time: 46:32:08 \n",
      "Ep.:  45410, Loss: 4.518, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 46:32:45 \n",
      "Ep.:  45420, Loss: 5.502, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 46:33:21 \n",
      "Ep.:  45430, Loss: 5.463, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 46:33:59 \n",
      "Ep.:  45440, Loss: 5.271, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 46:34:36 \n",
      "Ep.:  45450, Loss: 5.547, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  28.00 Time: 46:35:12 \n",
      "Ep.:  45460, Loss: 4.494, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  25.00 Time: 46:35:48 \n",
      "Ep.:  45470, Loss: 4.994, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 46:36:26 \n",
      "Ep.:  45480, Loss: 5.433, Avg.Score: 339.00, Avg.LenOfSnake: 17.30, Max.LenOfSnake:  29.00 Time: 46:37:03 \n",
      "Ep.:  45490, Loss: 5.736, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  26.00 Time: 46:37:38 \n",
      "Ep.:  45500, Loss: 6.839, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 46:38:13 \n",
      "Ep.:  45510, Loss: 5.360, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 46:38:48 \n",
      "Ep.:  45520, Loss: 5.047, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  30.00 Time: 46:39:24 \n",
      "Ep.:  45530, Loss: 5.563, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 46:40:00 \n",
      "Ep.:  45540, Loss: 5.384, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  32.00 Time: 46:40:34 \n",
      "Ep.:  45550, Loss: 7.034, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 46:41:09 \n",
      "Ep.:  45560, Loss: 4.816, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  27.00 Time: 46:41:46 \n",
      "Ep.:  45570, Loss: 5.074, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 46:42:24 \n",
      "Ep.:  45580, Loss: 5.909, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  25.00 Time: 46:42:59 \n",
      "Ep.:  45590, Loss: 5.403, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 46:43:34 \n",
      "Ep.:  45600, Loss: 5.355, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  34.00 Time: 46:44:10 \n",
      "Ep.:  45610, Loss: 5.091, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  22.00 Time: 46:44:46 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  45620, Loss: 5.095, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  29.00 Time: 46:45:21 \n",
      "Ep.:  45630, Loss: 4.141, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  30.00 Time: 46:45:57 \n",
      "Ep.:  45640, Loss: 5.732, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  28.00 Time: 46:46:33 \n",
      "Ep.:  45650, Loss: 6.109, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 46:47:10 \n",
      "Ep.:  45660, Loss: 4.268, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  25.00 Time: 46:47:46 \n",
      "Ep.:  45670, Loss: 6.394, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  26.00 Time: 46:48:20 \n",
      "Ep.:  45680, Loss: 6.970, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  30.00 Time: 46:48:57 \n",
      "Ep.:  45690, Loss: 5.966, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  26.00 Time: 46:49:33 \n",
      "Ep.:  45700, Loss: 5.523, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 46:50:09 \n",
      "Ep.:  45710, Loss: 5.517, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  33.00 Time: 46:50:45 \n",
      "Ep.:  45720, Loss: 5.375, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 46:51:23 \n",
      "Ep.:  45730, Loss: 5.749, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  31.00 Time: 46:52:00 \n",
      "Ep.:  45740, Loss: 4.542, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  35.00 Time: 46:52:39 \n",
      "Ep.:  45750, Loss: 6.296, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  23.00 Time: 46:53:14 \n",
      "Ep.:  45760, Loss: 5.862, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 46:53:50 \n",
      "Ep.:  45770, Loss: 6.286, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 46:54:26 \n",
      "Ep.:  45780, Loss: 4.884, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 46:55:02 \n",
      "Ep.:  45790, Loss: 5.216, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 46:55:37 \n",
      "Ep.:  45800, Loss: 6.417, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  23.00 Time: 46:56:15 \n",
      "Ep.:  45810, Loss: 5.392, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 46:56:51 \n",
      "Ep.:  45820, Loss: 4.747, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 46:57:25 \n",
      "Ep.:  45830, Loss: 5.506, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  34.00 Time: 46:58:00 \n",
      "Ep.:  45840, Loss: 4.925, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 46:58:38 \n",
      "Ep.:  45850, Loss: 5.816, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  31.00 Time: 46:59:13 \n",
      "Ep.:  45860, Loss: 5.349, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 46:59:49 \n",
      "Ep.:  45870, Loss: 6.189, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 47:00:24 \n",
      "Ep.:  45880, Loss: 5.072, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  26.00 Time: 47:01:00 \n",
      "Ep.:  45890, Loss: 5.813, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  32.00 Time: 47:01:34 \n",
      "Ep.:  45900, Loss: 7.020, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  30.00 Time: 47:02:08 \n",
      "Ep.:  45910, Loss: 6.844, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 47:02:42 \n",
      "Ep.:  45920, Loss: 6.901, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  36.00 Time: 47:03:19 \n",
      "Ep.:  45930, Loss: 4.791, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 47:03:54 \n",
      "Ep.:  45940, Loss: 5.999, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  28.00 Time: 47:04:30 \n",
      "Ep.:  45950, Loss: 4.833, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  34.00 Time: 47:05:05 \n",
      "Ep.:  45960, Loss: 4.597, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  36.00 Time: 47:05:41 \n",
      "Ep.:  45970, Loss: 5.874, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 47:06:17 \n",
      "Ep.:  45980, Loss: 5.530, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 47:06:54 \n",
      "Ep.:  45990, Loss: 5.003, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  32.00 Time: 47:07:29 \n",
      "Ep.:  46000, Loss: 5.106, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 47:08:05 \n",
      "Ep.:  46010, Loss: 5.149, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  22.00 Time: 47:08:40 \n",
      "Ep.:  46020, Loss: 5.646, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 47:09:18 \n",
      "Ep.:  46030, Loss: 6.097, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  29.00 Time: 47:09:55 \n",
      "Ep.:  46040, Loss: 4.459, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  28.00 Time: 47:10:31 \n",
      "Ep.:  46050, Loss: 6.044, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 47:11:06 \n",
      "Ep.:  46060, Loss: 4.689, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 47:11:41 \n",
      "Ep.:  46070, Loss: 5.476, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  22.00 Time: 47:12:17 \n",
      "Ep.:  46080, Loss: 5.071, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  24.00 Time: 47:12:52 \n",
      "Ep.:  46090, Loss: 4.771, Avg.Score: 330.00, Avg.LenOfSnake: 17.00, Max.LenOfSnake:  36.00 Time: 47:13:28 \n",
      "Ep.:  46100, Loss: 5.542, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  36.00 Time: 47:14:05 \n",
      "Ep.:  46110, Loss: 4.135, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 47:14:40 \n",
      "Ep.:  46120, Loss: 6.013, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 47:15:16 \n",
      "Ep.:  46130, Loss: 7.553, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  33.00 Time: 47:15:52 \n",
      "Ep.:  46140, Loss: 6.927, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  25.00 Time: 47:16:27 \n",
      "Ep.:  46150, Loss: 4.685, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  25.00 Time: 47:17:03 \n",
      "Ep.:  46160, Loss: 6.316, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 47:17:41 \n",
      "Ep.:  46170, Loss: 5.153, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  29.00 Time: 47:18:18 \n",
      "Ep.:  46180, Loss: 5.359, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  30.00 Time: 47:18:53 \n",
      "Ep.:  46190, Loss: 6.996, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 47:19:29 \n",
      "Ep.:  46200, Loss: 5.084, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  27.00 Time: 47:20:04 \n",
      "Ep.:  46210, Loss: 5.124, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 47:20:41 \n",
      "Ep.:  46220, Loss: 6.231, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  29.00 Time: 47:21:18 \n",
      "Ep.:  46230, Loss: 6.184, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  24.00 Time: 47:21:54 \n",
      "Ep.:  46240, Loss: 4.698, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  30.00 Time: 47:22:30 \n",
      "Ep.:  46250, Loss: 6.736, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  34.00 Time: 47:23:08 \n",
      "Ep.:  46260, Loss: 5.726, Avg.Score: 159.00, Avg.LenOfSnake: 11.30, Max.LenOfSnake:  22.00 Time: 47:23:44 \n",
      "Ep.:  46270, Loss: 5.785, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  20.00 Time: 47:24:19 \n",
      "Ep.:  46280, Loss: 5.774, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  35.00 Time: 47:24:53 \n",
      "Ep.:  46290, Loss: 7.172, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 47:25:30 \n",
      "Ep.:  46300, Loss: 5.174, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 47:26:05 \n",
      "Ep.:  46310, Loss: 4.811, Avg.Score: 168.00, Avg.LenOfSnake: 11.60, Max.LenOfSnake:  20.00 Time: 47:26:42 \n",
      "Ep.:  46320, Loss: 5.000, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  23.00 Time: 47:27:19 \n",
      "Ep.:  46330, Loss: 5.121, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 47:27:54 \n",
      "Ep.:  46340, Loss: 6.299, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  23.00 Time: 47:28:31 \n",
      "Ep.:  46350, Loss: 5.742, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  19.00 Time: 47:29:06 \n",
      "Ep.:  46360, Loss: 5.208, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 47:29:42 \n",
      "Ep.:  46370, Loss: 5.968, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 47:30:18 \n",
      "Ep.:  46380, Loss: 4.991, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 47:30:54 \n",
      "Ep.:  46390, Loss: 4.882, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 47:31:29 \n",
      "Ep.:  46400, Loss: 6.608, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  25.00 Time: 47:32:07 \n",
      "Ep.:  46410, Loss: 4.857, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 47:32:43 \n",
      "Ep.:  46420, Loss: 5.113, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  24.00 Time: 47:33:19 \n",
      "Ep.:  46430, Loss: 5.140, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 47:33:58 \n",
      "Ep.:  46440, Loss: 6.422, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 47:34:36 \n",
      "Ep.:  46450, Loss: 4.577, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 47:35:12 \n",
      "Ep.:  46460, Loss: 4.854, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 47:35:48 \n",
      "Ep.:  46470, Loss: 4.733, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  31.00 Time: 47:36:24 \n",
      "Ep.:  46480, Loss: 5.721, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  31.00 Time: 47:37:00 \n",
      "Ep.:  46490, Loss: 5.699, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 47:37:37 \n",
      "Ep.:  46500, Loss: 7.051, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 47:38:11 \n",
      "Ep.:  46510, Loss: 5.680, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 47:38:49 \n",
      "Ep.:  46520, Loss: 4.820, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 47:39:22 \n",
      "Ep.:  46530, Loss: 5.204, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  31.00 Time: 47:39:58 \n",
      "Ep.:  46540, Loss: 4.996, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 47:40:34 \n",
      "Ep.:  46550, Loss: 5.708, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 47:41:11 \n",
      "Ep.:  46560, Loss: 5.566, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  30.00 Time: 47:41:47 \n",
      "Ep.:  46570, Loss: 5.273, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 47:42:24 \n",
      "Ep.:  46580, Loss: 6.400, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  26.00 Time: 47:43:00 \n",
      "Ep.:  46590, Loss: 5.896, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 47:43:34 \n",
      "Ep.:  46600, Loss: 5.201, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  37.00 Time: 47:44:11 \n",
      "Ep.:  46610, Loss: 5.339, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 47:44:48 \n",
      "Ep.:  46620, Loss: 6.051, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 47:45:24 \n",
      "Ep.:  46630, Loss: 5.501, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  32.00 Time: 47:46:00 \n",
      "Ep.:  46640, Loss: 4.296, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  22.00 Time: 47:46:38 \n",
      "Ep.:  46650, Loss: 6.175, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 47:47:15 \n",
      "Ep.:  46660, Loss: 6.308, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  30.00 Time: 47:47:51 \n",
      "Ep.:  46670, Loss: 5.710, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  31.00 Time: 47:48:31 \n",
      "Ep.:  46680, Loss: 6.617, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  31.00 Time: 47:49:06 \n",
      "Ep.:  46690, Loss: 5.015, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 47:49:42 \n",
      "Ep.:  46700, Loss: 5.038, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 47:50:18 \n",
      "Ep.:  46710, Loss: 5.580, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  22.00 Time: 47:50:56 \n",
      "Ep.:  46720, Loss: 5.636, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  22.00 Time: 47:51:33 \n",
      "Ep.:  46730, Loss: 5.332, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  22.00 Time: 47:52:07 \n",
      "Ep.:  46740, Loss: 6.509, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  24.00 Time: 47:52:43 \n",
      "Ep.:  46750, Loss: 5.623, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  28.00 Time: 47:53:22 \n",
      "Ep.:  46760, Loss: 4.718, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 47:54:00 \n",
      "Ep.:  46770, Loss: 6.656, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  32.00 Time: 47:54:34 \n",
      "Ep.:  46780, Loss: 5.238, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  30.00 Time: 47:55:10 \n",
      "Ep.:  46790, Loss: 5.510, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  36.00 Time: 47:55:46 \n",
      "Ep.:  46800, Loss: 5.728, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 47:56:20 \n",
      "Ep.:  46810, Loss: 5.743, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 47:56:57 \n",
      "Ep.:  46820, Loss: 4.869, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  27.00 Time: 47:57:33 \n",
      "Ep.:  46830, Loss: 6.950, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 47:58:11 \n",
      "Ep.:  46840, Loss: 6.036, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  25.00 Time: 47:58:49 \n",
      "Ep.:  46850, Loss: 5.480, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  24.00 Time: 47:59:27 \n",
      "Ep.:  46860, Loss: 6.239, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  23.00 Time: 48:00:05 \n",
      "Ep.:  46870, Loss: 6.265, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  28.00 Time: 48:00:40 \n",
      "Ep.:  46880, Loss: 5.923, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  29.00 Time: 48:01:15 \n",
      "Ep.:  46890, Loss: 6.178, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  36.00 Time: 48:01:53 \n",
      "Ep.:  46900, Loss: 6.711, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 48:02:33 \n",
      "Ep.:  46910, Loss: 4.782, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 48:03:12 \n",
      "Ep.:  46920, Loss: 5.036, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 48:03:47 \n",
      "Ep.:  46930, Loss: 5.645, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 48:04:24 \n",
      "Ep.:  46940, Loss: 6.053, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 48:05:01 \n",
      "Ep.:  46950, Loss: 6.141, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  31.00 Time: 48:05:37 \n",
      "Ep.:  46960, Loss: 5.756, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  26.00 Time: 48:06:13 \n",
      "Ep.:  46970, Loss: 4.245, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  26.00 Time: 48:06:48 \n",
      "Ep.:  46980, Loss: 6.090, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  28.00 Time: 48:07:26 \n",
      "Ep.:  46990, Loss: 6.324, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  33.00 Time: 48:08:02 \n",
      "Ep.:  47000, Loss: 5.609, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  20.00 Time: 48:08:37 \n",
      "Ep.:  47010, Loss: 6.205, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  33.00 Time: 48:09:12 \n",
      "Ep.:  47020, Loss: 4.721, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  25.00 Time: 48:09:50 \n",
      "Ep.:  47030, Loss: 5.389, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 48:10:29 \n",
      "Ep.:  47040, Loss: 5.517, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  30.00 Time: 48:11:04 \n",
      "Ep.:  47050, Loss: 7.752, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  23.00 Time: 48:11:41 \n",
      "Ep.:  47060, Loss: 5.687, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 48:12:17 \n",
      "Ep.:  47070, Loss: 5.958, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  36.00 Time: 48:12:55 \n",
      "Ep.:  47080, Loss: 6.347, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  27.00 Time: 48:13:31 \n",
      "Ep.:  47090, Loss: 5.460, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 48:14:09 \n",
      "Ep.:  47100, Loss: 5.595, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  30.00 Time: 48:14:46 \n",
      "Ep.:  47110, Loss: 5.419, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  25.00 Time: 48:15:21 \n",
      "Ep.:  47120, Loss: 6.350, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 48:15:56 \n",
      "Ep.:  47130, Loss: 4.321, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  31.00 Time: 48:16:31 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  47140, Loss: 5.598, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  23.00 Time: 48:17:07 \n",
      "Ep.:  47150, Loss: 6.769, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 48:17:43 \n",
      "Ep.:  47160, Loss: 6.833, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 48:18:19 \n",
      "Ep.:  47170, Loss: 6.683, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  30.00 Time: 48:18:58 \n",
      "Ep.:  47180, Loss: 4.861, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  31.00 Time: 48:19:32 \n",
      "Ep.:  47190, Loss: 5.441, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  34.00 Time: 48:20:10 \n",
      "Ep.:  47200, Loss: 6.294, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 48:20:47 \n",
      "Ep.:  47210, Loss: 5.537, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  27.00 Time: 48:21:23 \n",
      "Ep.:  47220, Loss: 4.658, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  22.00 Time: 48:21:58 \n",
      "Ep.:  47230, Loss: 6.287, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 48:22:35 \n",
      "Ep.:  47240, Loss: 4.878, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 48:23:13 \n",
      "Ep.:  47250, Loss: 5.838, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  32.00 Time: 48:23:49 \n",
      "Ep.:  47260, Loss: 4.045, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  27.00 Time: 48:24:24 \n",
      "Ep.:  47270, Loss: 5.738, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  30.00 Time: 48:25:01 \n",
      "Ep.:  47280, Loss: 5.717, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  35.00 Time: 48:25:37 \n",
      "Ep.:  47290, Loss: 5.383, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 48:26:13 \n",
      "Ep.:  47300, Loss: 5.029, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 48:26:50 \n",
      "Ep.:  47310, Loss: 6.252, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  33.00 Time: 48:27:25 \n",
      "Ep.:  47320, Loss: 6.597, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  26.00 Time: 48:28:00 \n",
      "Ep.:  47330, Loss: 4.831, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  26.00 Time: 48:28:38 \n",
      "Ep.:  47340, Loss: 5.224, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  31.00 Time: 48:29:12 \n",
      "Ep.:  47350, Loss: 5.023, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  24.00 Time: 48:29:49 \n",
      "Ep.:  47360, Loss: 6.232, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  28.00 Time: 48:30:24 \n",
      "Ep.:  47370, Loss: 5.127, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 48:31:00 \n",
      "Ep.:  47380, Loss: 6.266, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 48:31:38 \n",
      "Ep.:  47390, Loss: 5.367, Avg.Score: 175.00, Avg.LenOfSnake: 11.83, Max.LenOfSnake:  25.00 Time: 48:32:14 \n",
      "Ep.:  47400, Loss: 5.421, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  30.00 Time: 48:32:49 \n",
      "Ep.:  47410, Loss: 7.396, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  24.00 Time: 48:33:25 \n",
      "Ep.:  47420, Loss: 4.957, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 48:33:59 \n",
      "Ep.:  47430, Loss: 5.324, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 48:34:36 \n",
      "Ep.:  47440, Loss: 5.419, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 48:35:14 \n",
      "Ep.:  47450, Loss: 5.589, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 48:35:48 \n",
      "Ep.:  47460, Loss: 4.574, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  25.00 Time: 48:36:24 \n",
      "Ep.:  47470, Loss: 6.738, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  36.00 Time: 48:36:59 \n",
      "Ep.:  47480, Loss: 4.937, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  37.00 Time: 48:37:35 \n",
      "Ep.:  47490, Loss: 5.805, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  23.00 Time: 48:38:10 \n",
      "Ep.:  47500, Loss: 6.318, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  32.00 Time: 48:38:47 \n",
      "Ep.:  47510, Loss: 4.521, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  29.00 Time: 48:39:26 \n",
      "Ep.:  47520, Loss: 5.193, Avg.Score: 324.00, Avg.LenOfSnake: 16.80, Max.LenOfSnake:  26.00 Time: 48:40:05 \n",
      "Ep.:  47530, Loss: 5.151, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  21.00 Time: 48:40:40 \n",
      "Ep.:  47540, Loss: 6.185, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  34.00 Time: 48:41:15 \n",
      "Ep.:  47550, Loss: 5.052, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 48:41:49 \n",
      "Ep.:  47560, Loss: 4.185, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 48:42:23 \n",
      "Ep.:  47570, Loss: 6.154, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  32.00 Time: 48:42:58 \n",
      "Ep.:  47580, Loss: 5.040, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 48:43:35 \n",
      "Ep.:  47590, Loss: 4.664, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  37.00 Time: 48:44:12 \n",
      "Ep.:  47600, Loss: 5.504, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  29.00 Time: 48:44:48 \n",
      "Ep.:  47610, Loss: 5.125, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  37.00 Time: 48:45:25 \n",
      "Ep.:  47620, Loss: 5.616, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  23.00 Time: 48:45:59 \n",
      "Ep.:  47630, Loss: 6.487, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 48:46:35 \n",
      "Ep.:  47640, Loss: 5.527, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 48:47:10 \n",
      "Ep.:  47650, Loss: 4.857, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  26.00 Time: 48:47:47 \n",
      "Ep.:  47660, Loss: 5.250, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  28.00 Time: 48:48:23 \n",
      "Ep.:  47670, Loss: 4.463, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  26.00 Time: 48:48:59 \n",
      "Ep.:  47680, Loss: 5.151, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 48:49:38 \n",
      "Ep.:  47690, Loss: 4.627, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  35.00 Time: 48:50:13 \n",
      "Ep.:  47700, Loss: 4.899, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 48:50:49 \n",
      "Ep.:  47710, Loss: 5.365, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  28.00 Time: 48:51:27 \n",
      "Ep.:  47720, Loss: 6.058, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 48:52:06 \n",
      "Ep.:  47730, Loss: 5.096, Avg.Score: 181.00, Avg.LenOfSnake: 12.03, Max.LenOfSnake:  32.00 Time: 48:52:41 \n",
      "Ep.:  47740, Loss: 5.124, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 48:53:19 \n",
      "Ep.:  47750, Loss: 5.237, Avg.Score: 156.00, Avg.LenOfSnake: 11.20, Max.LenOfSnake:  22.00 Time: 48:53:54 \n",
      "Ep.:  47760, Loss: 4.388, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 48:54:30 \n",
      "Ep.:  47770, Loss: 4.895, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  28.00 Time: 48:55:05 \n",
      "Ep.:  47780, Loss: 5.101, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 48:55:41 \n",
      "Ep.:  47790, Loss: 6.122, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 48:56:17 \n",
      "Ep.:  47800, Loss: 5.848, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  31.00 Time: 48:56:54 \n",
      "Ep.:  47810, Loss: 6.203, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 48:57:35 \n",
      "Ep.:  47820, Loss: 4.601, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  34.00 Time: 48:58:10 \n",
      "Ep.:  47830, Loss: 5.947, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 48:58:47 \n",
      "Ep.:  47840, Loss: 6.884, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 48:59:24 \n",
      "Ep.:  47850, Loss: 5.872, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  34.00 Time: 49:00:01 \n",
      "Ep.:  47860, Loss: 7.292, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 49:00:37 \n",
      "Ep.:  47870, Loss: 5.595, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  25.00 Time: 49:01:14 \n",
      "Ep.:  47880, Loss: 5.683, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  23.00 Time: 49:01:50 \n",
      "Ep.:  47890, Loss: 5.929, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  34.00 Time: 49:02:25 \n",
      "Ep.:  47900, Loss: 4.149, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  25.00 Time: 49:03:00 \n",
      "Ep.:  47910, Loss: 5.393, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  26.00 Time: 49:03:34 \n",
      "Ep.:  47920, Loss: 6.284, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 49:04:12 \n",
      "Ep.:  47930, Loss: 4.866, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  30.00 Time: 49:04:49 \n",
      "Ep.:  47940, Loss: 5.942, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 49:05:27 \n",
      "Ep.:  47950, Loss: 5.148, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  31.00 Time: 49:06:05 \n",
      "Ep.:  47960, Loss: 5.063, Avg.Score: 339.00, Avg.LenOfSnake: 17.30, Max.LenOfSnake:  33.00 Time: 49:06:42 \n",
      "Ep.:  47970, Loss: 5.198, Avg.Score: 324.00, Avg.LenOfSnake: 16.80, Max.LenOfSnake:  39.00 Time: 49:07:19 \n",
      "Ep.:  47980, Loss: 4.622, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  28.00 Time: 49:07:55 \n",
      "Ep.:  47990, Loss: 4.676, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 49:08:32 \n",
      "Ep.:  48000, Loss: 5.516, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 49:09:07 \n",
      "Ep.:  48010, Loss: 5.306, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  33.00 Time: 49:09:42 \n",
      "Ep.:  48020, Loss: 4.669, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 49:10:17 \n",
      "Ep.:  48030, Loss: 6.747, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  31.00 Time: 49:10:55 \n",
      "Ep.:  48040, Loss: 5.628, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  26.00 Time: 49:11:31 \n",
      "Ep.:  48050, Loss: 4.393, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 49:12:05 \n",
      "Ep.:  48060, Loss: 4.609, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 49:12:45 \n",
      "Ep.:  48070, Loss: 5.389, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  31.00 Time: 49:13:41 \n",
      "Ep.:  48080, Loss: 4.540, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 49:14:17 \n",
      "Ep.:  48090, Loss: 5.084, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  29.00 Time: 49:14:52 \n",
      "Ep.:  48100, Loss: 5.767, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 49:15:28 \n",
      "Ep.:  48110, Loss: 6.282, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 49:16:03 \n",
      "Ep.:  48120, Loss: 6.681, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 49:16:52 \n",
      "Ep.:  48130, Loss: 4.349, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 49:17:54 \n",
      "Ep.:  48140, Loss: 4.746, Avg.Score: 335.00, Avg.LenOfSnake: 17.17, Max.LenOfSnake:  30.00 Time: 49:18:31 \n",
      "Ep.:  48150, Loss: 3.863, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  35.00 Time: 49:19:07 \n",
      "Ep.:  48160, Loss: 5.905, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  31.00 Time: 49:19:45 \n",
      "Ep.:  48170, Loss: 5.862, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  24.00 Time: 49:20:21 \n",
      "Ep.:  48180, Loss: 5.783, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 49:20:58 \n",
      "Ep.:  48190, Loss: 5.219, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 49:21:32 \n",
      "Ep.:  48200, Loss: 4.865, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  31.00 Time: 49:22:10 \n",
      "Ep.:  48210, Loss: 5.328, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  22.00 Time: 49:22:46 \n",
      "Ep.:  48220, Loss: 6.102, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  23.00 Time: 49:23:22 \n",
      "Ep.:  48230, Loss: 5.420, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  27.00 Time: 49:23:58 \n",
      "Ep.:  48240, Loss: 5.599, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 49:24:36 \n",
      "Ep.:  48250, Loss: 5.818, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 49:25:14 \n",
      "Ep.:  48260, Loss: 5.677, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 49:25:49 \n",
      "Ep.:  48270, Loss: 5.432, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  26.00 Time: 49:26:27 \n",
      "Ep.:  48280, Loss: 5.855, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 49:27:06 \n",
      "Ep.:  48290, Loss: 4.940, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 49:27:43 \n",
      "Ep.:  48300, Loss: 4.733, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 49:28:18 \n",
      "Ep.:  48310, Loss: 5.315, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  24.00 Time: 49:28:54 \n",
      "Ep.:  48320, Loss: 4.719, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 49:29:29 \n",
      "Ep.:  48330, Loss: 6.013, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 49:30:03 \n",
      "Ep.:  48340, Loss: 6.890, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  27.00 Time: 49:30:41 \n",
      "Ep.:  48350, Loss: 4.762, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  30.00 Time: 49:31:17 \n",
      "Ep.:  48360, Loss: 5.077, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 49:31:57 \n",
      "Ep.:  48370, Loss: 4.672, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  27.00 Time: 49:32:30 \n",
      "Ep.:  48380, Loss: 5.106, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 49:33:08 \n",
      "Ep.:  48390, Loss: 5.386, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 49:33:44 \n",
      "Ep.:  48400, Loss: 6.816, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 49:34:22 \n",
      "Ep.:  48410, Loss: 4.737, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  32.00 Time: 49:35:00 \n",
      "Ep.:  48420, Loss: 5.810, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 49:35:36 \n",
      "Ep.:  48430, Loss: 6.365, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 49:36:12 \n",
      "Ep.:  48440, Loss: 6.883, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  31.00 Time: 49:36:47 \n",
      "Ep.:  48450, Loss: 6.216, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 49:37:21 \n",
      "Ep.:  48460, Loss: 4.728, Avg.Score: 350.00, Avg.LenOfSnake: 17.67, Max.LenOfSnake:  31.00 Time: 49:37:59 \n",
      "Ep.:  48470, Loss: 4.473, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 49:38:36 \n",
      "Ep.:  48480, Loss: 5.217, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  37.00 Time: 49:39:12 \n",
      "Ep.:  48490, Loss: 5.695, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 49:39:47 \n",
      "Ep.:  48500, Loss: 5.153, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  23.00 Time: 49:40:22 \n",
      "Ep.:  48510, Loss: 5.192, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 49:41:01 \n",
      "Ep.:  48520, Loss: 4.697, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  32.00 Time: 49:41:38 \n",
      "Ep.:  48530, Loss: 5.652, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  29.00 Time: 49:42:15 \n",
      "Ep.:  48540, Loss: 6.211, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 49:42:51 \n",
      "Ep.:  48550, Loss: 5.408, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 49:43:30 \n",
      "Ep.:  48560, Loss: 5.624, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  27.00 Time: 49:44:06 \n",
      "Ep.:  48570, Loss: 6.511, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 49:44:42 \n",
      "Ep.:  48580, Loss: 5.412, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 49:45:19 \n",
      "Ep.:  48590, Loss: 6.255, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  30.00 Time: 49:45:58 \n",
      "Ep.:  48600, Loss: 5.190, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 49:46:35 \n",
      "Ep.:  48610, Loss: 4.872, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 49:47:09 \n",
      "Ep.:  48620, Loss: 6.212, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 49:47:43 \n",
      "Ep.:  48630, Loss: 5.742, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 49:48:18 \n",
      "Ep.:  48640, Loss: 5.483, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  31.00 Time: 49:48:56 \n",
      "Ep.:  48650, Loss: 6.273, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  26.00 Time: 49:49:33 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  48660, Loss: 4.473, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  25.00 Time: 49:50:10 \n",
      "Ep.:  48670, Loss: 6.457, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  24.00 Time: 49:50:46 \n",
      "Ep.:  48680, Loss: 6.339, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  34.00 Time: 49:51:25 \n",
      "Ep.:  48690, Loss: 5.656, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 49:52:04 \n",
      "Ep.:  48700, Loss: 4.458, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  34.00 Time: 49:52:42 \n",
      "Ep.:  48710, Loss: 5.938, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  31.00 Time: 49:53:17 \n",
      "Ep.:  48720, Loss: 6.050, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 49:53:55 \n",
      "Ep.:  48730, Loss: 4.476, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 49:54:30 \n",
      "Ep.:  48740, Loss: 6.123, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  23.00 Time: 49:55:08 \n",
      "Ep.:  48750, Loss: 5.422, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 49:55:44 \n",
      "Ep.:  48760, Loss: 5.754, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  30.00 Time: 49:56:21 \n",
      "Ep.:  48770, Loss: 6.157, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 49:56:59 \n",
      "Ep.:  48780, Loss: 5.832, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  25.00 Time: 49:57:36 \n",
      "Ep.:  48790, Loss: 5.216, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 49:58:13 \n",
      "Ep.:  48800, Loss: 7.147, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 49:58:50 \n",
      "Ep.:  48810, Loss: 6.285, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  23.00 Time: 49:59:24 \n",
      "Ep.:  48820, Loss: 5.219, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  33.00 Time: 50:00:00 \n",
      "Ep.:  48830, Loss: 5.604, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 50:00:38 \n",
      "Ep.:  48840, Loss: 6.107, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 50:01:14 \n",
      "Ep.:  48850, Loss: 5.870, Avg.Score: 321.00, Avg.LenOfSnake: 16.70, Max.LenOfSnake:  31.00 Time: 50:01:52 \n",
      "Ep.:  48860, Loss: 4.777, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 50:02:28 \n",
      "Ep.:  48870, Loss: 5.972, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 50:03:04 \n",
      "Ep.:  48880, Loss: 6.948, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 50:03:39 \n",
      "Ep.:  48890, Loss: 6.104, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  26.00 Time: 50:04:16 \n",
      "Ep.:  48900, Loss: 5.246, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 50:04:50 \n",
      "Ep.:  48910, Loss: 6.001, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  29.00 Time: 50:05:25 \n",
      "Ep.:  48920, Loss: 4.800, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  42.00 Time: 50:06:01 \n",
      "Ep.:  48930, Loss: 7.329, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 50:06:38 \n",
      "Ep.:  48940, Loss: 6.072, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  35.00 Time: 50:07:16 \n",
      "Ep.:  48950, Loss: 6.086, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  29.00 Time: 50:07:52 \n",
      "Ep.:  48960, Loss: 5.370, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  25.00 Time: 50:08:28 \n",
      "Ep.:  48970, Loss: 5.773, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 50:09:03 \n",
      "Ep.:  48980, Loss: 4.758, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 50:09:40 \n",
      "Ep.:  48990, Loss: 5.817, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  24.00 Time: 50:10:18 \n",
      "Ep.:  49000, Loss: 5.082, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  23.00 Time: 50:10:55 \n",
      "Ep.:  49010, Loss: 5.047, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  24.00 Time: 50:11:32 \n",
      "Ep.:  49020, Loss: 4.362, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  32.00 Time: 50:12:09 \n",
      "Ep.:  49030, Loss: 5.087, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 50:12:47 \n",
      "Ep.:  49040, Loss: 4.922, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  28.00 Time: 50:13:23 \n",
      "Ep.:  49050, Loss: 5.333, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  35.00 Time: 50:13:59 \n",
      "Ep.:  49060, Loss: 5.565, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  25.00 Time: 50:14:36 \n",
      "Ep.:  49070, Loss: 5.317, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 50:15:12 \n",
      "Ep.:  49080, Loss: 6.432, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  21.00 Time: 50:15:47 \n",
      "Ep.:  49090, Loss: 5.896, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  23.00 Time: 50:16:24 \n",
      "Ep.:  49100, Loss: 6.554, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 50:17:00 \n",
      "Ep.:  49110, Loss: 6.140, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  27.00 Time: 50:17:38 \n",
      "Ep.:  49120, Loss: 5.668, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  32.00 Time: 50:18:14 \n",
      "Ep.:  49130, Loss: 6.766, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 50:18:50 \n",
      "Ep.:  49140, Loss: 5.245, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  36.00 Time: 50:19:25 \n",
      "Ep.:  49150, Loss: 4.957, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 50:20:02 \n",
      "Ep.:  49160, Loss: 6.647, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  28.00 Time: 50:20:40 \n",
      "Ep.:  49170, Loss: 4.601, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  32.00 Time: 50:21:16 \n",
      "Ep.:  49180, Loss: 4.236, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  35.00 Time: 50:21:54 \n",
      "Ep.:  49190, Loss: 5.532, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  27.00 Time: 50:22:34 \n",
      "Ep.:  49200, Loss: 3.974, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  37.00 Time: 50:23:10 \n",
      "Ep.:  49210, Loss: 4.047, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 50:23:49 \n",
      "Ep.:  49220, Loss: 4.177, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 50:24:25 \n",
      "Ep.:  49230, Loss: 5.430, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 50:25:03 \n",
      "Ep.:  49240, Loss: 5.376, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 50:25:41 \n",
      "Ep.:  49250, Loss: 5.503, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  32.00 Time: 50:26:18 \n",
      "Ep.:  49260, Loss: 5.578, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  35.00 Time: 50:26:53 \n",
      "Ep.:  49270, Loss: 5.613, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  34.00 Time: 50:27:29 \n",
      "Ep.:  49280, Loss: 6.995, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  39.00 Time: 50:28:06 \n",
      "Ep.:  49290, Loss: 5.786, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 50:28:44 \n",
      "Ep.:  49300, Loss: 5.348, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  33.00 Time: 50:29:20 \n",
      "Ep.:  49310, Loss: 5.442, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 50:29:56 \n",
      "Ep.:  49320, Loss: 4.577, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  23.00 Time: 50:30:32 \n",
      "Ep.:  49330, Loss: 5.525, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 50:31:09 \n",
      "Ep.:  49340, Loss: 5.460, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  28.00 Time: 50:31:45 \n",
      "Ep.:  49350, Loss: 4.330, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  43.00 Time: 50:32:22 \n",
      "Ep.:  49360, Loss: 6.002, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 50:32:57 \n",
      "Ep.:  49370, Loss: 4.918, Avg.Score: 309.00, Avg.LenOfSnake: 16.30, Max.LenOfSnake:  31.00 Time: 50:33:32 \n",
      "Ep.:  49380, Loss: 5.606, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  33.00 Time: 50:34:10 \n",
      "Ep.:  49390, Loss: 4.721, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  29.00 Time: 50:34:46 \n",
      "Ep.:  49400, Loss: 6.111, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 50:35:21 \n",
      "Ep.:  49410, Loss: 4.850, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 50:35:57 \n",
      "Ep.:  49420, Loss: 5.105, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  27.00 Time: 50:36:33 \n",
      "Ep.:  49430, Loss: 5.481, Avg.Score: 179.00, Avg.LenOfSnake: 11.97, Max.LenOfSnake:  25.00 Time: 50:37:11 \n",
      "Ep.:  49440, Loss: 5.335, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  32.00 Time: 50:37:47 \n",
      "Ep.:  49450, Loss: 4.717, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 50:38:24 \n",
      "Ep.:  49460, Loss: 7.086, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  27.00 Time: 50:39:00 \n",
      "Ep.:  49470, Loss: 6.219, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 50:39:35 \n",
      "Ep.:  49480, Loss: 4.267, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 50:40:14 \n",
      "Ep.:  49490, Loss: 5.442, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 50:40:52 \n",
      "Ep.:  49500, Loss: 5.005, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  29.00 Time: 50:41:28 \n",
      "Ep.:  49510, Loss: 4.551, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 50:42:06 \n",
      "Ep.:  49520, Loss: 4.503, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  34.00 Time: 50:42:42 \n",
      "Ep.:  49530, Loss: 6.087, Avg.Score: 170.00, Avg.LenOfSnake: 11.67, Max.LenOfSnake:  22.00 Time: 50:43:17 \n",
      "Ep.:  49540, Loss: 5.131, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  27.00 Time: 50:43:56 \n",
      "Ep.:  49550, Loss: 5.261, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 50:44:33 \n",
      "Ep.:  49560, Loss: 4.587, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  30.00 Time: 50:45:10 \n",
      "Ep.:  49570, Loss: 6.875, Avg.Score: 146.00, Avg.LenOfSnake: 10.87, Max.LenOfSnake:  23.00 Time: 50:45:45 \n",
      "Ep.:  49580, Loss: 5.447, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  23.00 Time: 50:46:22 \n",
      "Ep.:  49590, Loss: 5.986, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  32.00 Time: 50:46:59 \n",
      "Ep.:  49600, Loss: 5.261, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  29.00 Time: 50:47:39 \n",
      "Ep.:  49610, Loss: 6.031, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  25.00 Time: 50:48:16 \n",
      "Ep.:  49620, Loss: 5.488, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  32.00 Time: 50:48:51 \n",
      "Ep.:  49630, Loss: 5.794, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 50:49:30 \n",
      "Ep.:  49640, Loss: 6.054, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 50:50:08 \n",
      "Ep.:  49650, Loss: 5.153, Avg.Score: 349.00, Avg.LenOfSnake: 17.63, Max.LenOfSnake:  27.00 Time: 50:50:44 \n",
      "Ep.:  49660, Loss: 5.893, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 50:51:21 \n",
      "Ep.:  49670, Loss: 6.153, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  28.00 Time: 50:51:56 \n",
      "Ep.:  49680, Loss: 5.240, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  34.00 Time: 50:52:32 \n",
      "Ep.:  49690, Loss: 5.616, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  22.00 Time: 50:53:08 \n",
      "Ep.:  49700, Loss: 5.988, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  28.00 Time: 50:53:43 \n",
      "Ep.:  49710, Loss: 5.635, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  32.00 Time: 50:54:20 \n",
      "Ep.:  49720, Loss: 5.428, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 50:54:57 \n",
      "Ep.:  49730, Loss: 5.426, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  28.00 Time: 50:55:34 \n",
      "Ep.:  49740, Loss: 4.660, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 50:56:13 \n",
      "Ep.:  49750, Loss: 6.955, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 50:56:48 \n",
      "Ep.:  49760, Loss: 5.399, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  31.00 Time: 50:57:22 \n",
      "Ep.:  49770, Loss: 5.939, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  27.00 Time: 50:57:58 \n",
      "Ep.:  49780, Loss: 5.131, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 50:58:34 \n",
      "Ep.:  49790, Loss: 5.511, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 50:59:11 \n",
      "Ep.:  49800, Loss: 5.379, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 50:59:47 \n",
      "Ep.:  49810, Loss: 5.901, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  25.00 Time: 51:00:23 \n",
      "Ep.:  49820, Loss: 7.068, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 51:00:59 \n",
      "Ep.:  49830, Loss: 5.803, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  30.00 Time: 51:01:37 \n",
      "Ep.:  49840, Loss: 5.731, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 51:02:13 \n",
      "Ep.:  49850, Loss: 6.554, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  29.00 Time: 51:02:50 \n",
      "Ep.:  49860, Loss: 4.998, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  25.00 Time: 51:03:28 \n",
      "Ep.:  49870, Loss: 5.833, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  21.00 Time: 51:04:07 \n",
      "Ep.:  49880, Loss: 4.768, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 51:04:45 \n",
      "Ep.:  49890, Loss: 6.218, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  29.00 Time: 51:05:23 \n",
      "Ep.:  49900, Loss: 6.118, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  31.00 Time: 51:06:01 \n",
      "Ep.:  49910, Loss: 6.637, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 51:06:37 \n",
      "Ep.:  49920, Loss: 5.400, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 51:07:15 \n",
      "Ep.:  49930, Loss: 5.809, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  27.00 Time: 51:07:54 \n",
      "Ep.:  49940, Loss: 4.834, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  31.00 Time: 51:08:33 \n",
      "Ep.:  49950, Loss: 5.440, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 51:09:10 \n",
      "Ep.:  49960, Loss: 4.153, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  29.00 Time: 51:09:46 \n",
      "Ep.:  49970, Loss: 5.587, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  25.00 Time: 51:10:22 \n",
      "Ep.:  49980, Loss: 7.075, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 51:11:00 \n",
      "Ep.:  49990, Loss: 5.591, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  29.00 Time: 51:11:35 \n",
      "Ep.:  50000, Loss: 5.204, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  22.00 Time: 51:12:09 \n",
      "Ep.:  50010, Loss: 6.208, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  34.00 Time: 51:12:50 \n",
      "Ep.:  50020, Loss: 4.786, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  36.00 Time: 51:13:27 \n",
      "Ep.:  50030, Loss: 5.674, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  32.00 Time: 51:14:03 \n",
      "Ep.:  50040, Loss: 6.056, Avg.Score: 157.00, Avg.LenOfSnake: 11.23, Max.LenOfSnake:  24.00 Time: 51:14:38 \n",
      "Ep.:  50050, Loss: 4.942, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  39.00 Time: 51:15:17 \n",
      "Ep.:  50060, Loss: 5.462, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  37.00 Time: 51:15:56 \n",
      "Ep.:  50070, Loss: 5.396, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  29.00 Time: 51:16:33 \n",
      "Ep.:  50080, Loss: 4.315, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  22.00 Time: 51:17:07 \n",
      "Ep.:  50090, Loss: 5.489, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 51:17:43 \n",
      "Ep.:  50100, Loss: 4.724, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  33.00 Time: 51:18:20 \n",
      "Ep.:  50110, Loss: 6.174, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 51:18:54 \n",
      "Ep.:  50120, Loss: 5.993, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 51:19:29 \n",
      "Ep.:  50130, Loss: 6.248, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 51:20:05 \n",
      "Ep.:  50140, Loss: 6.789, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 51:20:42 \n",
      "Ep.:  50150, Loss: 6.149, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  33.00 Time: 51:21:17 \n",
      "Ep.:  50160, Loss: 6.446, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  26.00 Time: 51:21:52 \n",
      "Ep.:  50170, Loss: 5.719, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  32.00 Time: 51:22:30 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  50180, Loss: 5.215, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  35.00 Time: 51:23:08 \n",
      "Ep.:  50190, Loss: 5.598, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  32.00 Time: 51:23:46 \n",
      "Ep.:  50200, Loss: 5.708, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 51:24:22 \n",
      "Ep.:  50210, Loss: 5.818, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  27.00 Time: 51:24:59 \n",
      "Ep.:  50220, Loss: 6.161, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  27.00 Time: 51:25:37 \n",
      "Ep.:  50230, Loss: 5.318, Avg.Score: 316.00, Avg.LenOfSnake: 16.53, Max.LenOfSnake:  30.00 Time: 51:26:14 \n",
      "Ep.:  50240, Loss: 5.689, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  32.00 Time: 51:26:50 \n",
      "Ep.:  50250, Loss: 5.105, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 51:27:27 \n",
      "Ep.:  50260, Loss: 5.149, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  30.00 Time: 51:28:03 \n",
      "Ep.:  50270, Loss: 4.990, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 51:28:38 \n",
      "Ep.:  50280, Loss: 4.470, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  24.00 Time: 51:29:16 \n",
      "Ep.:  50290, Loss: 5.680, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  24.00 Time: 51:29:54 \n",
      "Ep.:  50300, Loss: 5.223, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  30.00 Time: 51:30:32 \n",
      "Ep.:  50310, Loss: 5.343, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 51:31:08 \n",
      "Ep.:  50320, Loss: 4.884, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 51:31:43 \n",
      "Ep.:  50330, Loss: 4.309, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  26.00 Time: 51:32:20 \n",
      "Ep.:  50340, Loss: 5.263, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 51:32:56 \n",
      "Ep.:  50350, Loss: 5.629, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  31.00 Time: 51:33:32 \n",
      "Ep.:  50360, Loss: 4.896, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  28.00 Time: 51:34:07 \n",
      "Ep.:  50370, Loss: 5.532, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 51:34:44 \n",
      "Ep.:  50380, Loss: 5.163, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  32.00 Time: 51:35:21 \n",
      "Ep.:  50390, Loss: 4.593, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  35.00 Time: 51:35:58 \n",
      "Ep.:  50400, Loss: 5.966, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  26.00 Time: 51:36:33 \n",
      "Ep.:  50410, Loss: 4.234, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  30.00 Time: 51:37:10 \n",
      "Ep.:  50420, Loss: 4.622, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  29.00 Time: 51:37:47 \n",
      "Ep.:  50430, Loss: 5.879, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 51:38:21 \n",
      "Ep.:  50440, Loss: 5.006, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  25.00 Time: 51:38:58 \n",
      "Ep.:  50450, Loss: 4.706, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  28.00 Time: 51:39:35 \n",
      "Ep.:  50460, Loss: 4.855, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  31.00 Time: 51:40:11 \n",
      "Ep.:  50470, Loss: 4.529, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  24.00 Time: 51:40:51 \n",
      "Ep.:  50480, Loss: 5.863, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 51:41:25 \n",
      "Ep.:  50490, Loss: 5.296, Avg.Score: 172.00, Avg.LenOfSnake: 11.73, Max.LenOfSnake:  27.00 Time: 51:41:59 \n",
      "Ep.:  50500, Loss: 5.002, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 51:42:35 \n",
      "Ep.:  50510, Loss: 6.763, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 51:43:11 \n",
      "Ep.:  50520, Loss: 5.864, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 51:43:45 \n",
      "Ep.:  50530, Loss: 5.640, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  26.00 Time: 51:44:19 \n",
      "Ep.:  50540, Loss: 4.792, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  31.00 Time: 51:44:53 \n",
      "Ep.:  50550, Loss: 6.063, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  33.00 Time: 51:45:31 \n",
      "Ep.:  50560, Loss: 6.152, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  28.00 Time: 51:46:08 \n",
      "Ep.:  50570, Loss: 7.113, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  27.00 Time: 51:46:43 \n",
      "Ep.:  50580, Loss: 4.971, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  24.00 Time: 51:47:20 \n",
      "Ep.:  50590, Loss: 6.258, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 51:47:55 \n",
      "Ep.:  50600, Loss: 5.544, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  34.00 Time: 51:48:31 \n",
      "Ep.:  50610, Loss: 6.351, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  34.00 Time: 51:49:08 \n",
      "Ep.:  50620, Loss: 4.951, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  34.00 Time: 51:49:45 \n",
      "Ep.:  50630, Loss: 6.441, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  32.00 Time: 51:50:21 \n",
      "Ep.:  50640, Loss: 6.333, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  28.00 Time: 51:50:58 \n",
      "Ep.:  50650, Loss: 5.029, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 51:51:34 \n",
      "Ep.:  50660, Loss: 5.817, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  27.00 Time: 51:52:07 \n",
      "Ep.:  50670, Loss: 5.220, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 51:52:43 \n",
      "Ep.:  50680, Loss: 6.096, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  30.00 Time: 51:53:21 \n",
      "Ep.:  50690, Loss: 4.455, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 51:53:59 \n",
      "Ep.:  50700, Loss: 5.404, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  23.00 Time: 51:54:36 \n",
      "Ep.:  50710, Loss: 6.544, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  26.00 Time: 51:55:14 \n",
      "Ep.:  50720, Loss: 6.004, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  34.00 Time: 51:55:51 \n",
      "Ep.:  50730, Loss: 7.489, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  28.00 Time: 51:56:26 \n",
      "Ep.:  50740, Loss: 5.542, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  29.00 Time: 51:57:03 \n",
      "Ep.:  50750, Loss: 5.946, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 51:57:39 \n",
      "Ep.:  50760, Loss: 4.907, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  29.00 Time: 51:58:15 \n",
      "Ep.:  50770, Loss: 4.184, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 51:58:50 \n",
      "Ep.:  50780, Loss: 5.395, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  28.00 Time: 51:59:26 \n",
      "Ep.:  50790, Loss: 7.079, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  29.00 Time: 52:00:03 \n",
      "Ep.:  50800, Loss: 5.846, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  25.00 Time: 52:00:37 \n",
      "Ep.:  50810, Loss: 5.028, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 52:01:13 \n",
      "Ep.:  50820, Loss: 5.820, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  23.00 Time: 52:01:48 \n",
      "Ep.:  50830, Loss: 4.576, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 52:02:22 \n",
      "Ep.:  50840, Loss: 6.061, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  25.00 Time: 52:02:57 \n",
      "Ep.:  50850, Loss: 6.341, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 52:03:33 \n",
      "Ep.:  50860, Loss: 5.285, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  29.00 Time: 52:04:07 \n",
      "Ep.:  50870, Loss: 4.950, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 52:04:44 \n",
      "Ep.:  50880, Loss: 5.873, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  31.00 Time: 52:05:21 \n",
      "Ep.:  50890, Loss: 5.625, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  31.00 Time: 52:05:56 \n",
      "Ep.:  50900, Loss: 4.954, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 52:06:33 \n",
      "Ep.:  50910, Loss: 4.807, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  27.00 Time: 52:07:10 \n",
      "Ep.:  50920, Loss: 4.725, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  35.00 Time: 52:07:47 \n",
      "Ep.:  50930, Loss: 5.784, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  26.00 Time: 52:08:25 \n",
      "Ep.:  50940, Loss: 6.212, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  37.00 Time: 52:09:03 \n",
      "Ep.:  50950, Loss: 5.690, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 52:09:39 \n",
      "Ep.:  50960, Loss: 5.778, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  35.00 Time: 52:10:18 \n",
      "Ep.:  50970, Loss: 4.473, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 52:10:54 \n",
      "Ep.:  50980, Loss: 5.245, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  33.00 Time: 52:11:32 \n",
      "Ep.:  50990, Loss: 6.812, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 52:12:08 \n",
      "Ep.:  51000, Loss: 6.026, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  28.00 Time: 52:12:45 \n",
      "Ep.:  51010, Loss: 5.405, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  26.00 Time: 52:13:22 \n",
      "Ep.:  51020, Loss: 6.114, Avg.Score: 192.00, Avg.LenOfSnake: 12.40, Max.LenOfSnake:  24.00 Time: 52:13:58 \n",
      "Ep.:  51030, Loss: 5.281, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 52:14:33 \n",
      "Ep.:  51040, Loss: 5.016, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  31.00 Time: 52:15:10 \n",
      "Ep.:  51050, Loss: 6.113, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 52:15:44 \n",
      "Ep.:  51060, Loss: 4.157, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  31.00 Time: 52:16:21 \n",
      "Ep.:  51070, Loss: 6.177, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 52:16:57 \n",
      "Ep.:  51080, Loss: 4.487, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  36.00 Time: 52:17:35 \n",
      "Ep.:  51090, Loss: 4.920, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  35.00 Time: 52:18:11 \n",
      "Ep.:  51100, Loss: 6.729, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 52:18:46 \n",
      "Ep.:  51110, Loss: 5.921, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  23.00 Time: 52:19:22 \n",
      "Ep.:  51120, Loss: 5.715, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 52:20:00 \n",
      "Ep.:  51130, Loss: 5.825, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  36.00 Time: 52:20:37 \n",
      "Ep.:  51140, Loss: 5.743, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  27.00 Time: 52:21:14 \n",
      "Ep.:  51150, Loss: 5.374, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 52:21:50 \n",
      "Ep.:  51160, Loss: 6.325, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 52:22:25 \n",
      "Ep.:  51170, Loss: 5.043, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  34.00 Time: 52:23:02 \n",
      "Ep.:  51180, Loss: 4.874, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  32.00 Time: 52:23:38 \n",
      "Ep.:  51190, Loss: 5.171, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 52:24:16 \n",
      "Ep.:  51200, Loss: 4.830, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  33.00 Time: 52:24:50 \n",
      "Ep.:  51210, Loss: 5.547, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  31.00 Time: 52:25:30 \n",
      "Ep.:  51220, Loss: 6.577, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 52:26:06 \n",
      "Ep.:  51230, Loss: 4.502, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  29.00 Time: 52:26:44 \n",
      "Ep.:  51240, Loss: 5.007, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  30.00 Time: 52:27:19 \n",
      "Ep.:  51250, Loss: 6.717, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 52:27:57 \n",
      "Ep.:  51260, Loss: 6.069, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 52:28:36 \n",
      "Ep.:  51270, Loss: 5.616, Avg.Score: 288.00, Avg.LenOfSnake: 15.60, Max.LenOfSnake:  27.00 Time: 52:29:11 \n",
      "Ep.:  51280, Loss: 5.394, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  32.00 Time: 52:29:46 \n",
      "Ep.:  51290, Loss: 5.164, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 52:30:23 \n",
      "Ep.:  51300, Loss: 5.224, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  30.00 Time: 52:31:01 \n",
      "Ep.:  51310, Loss: 5.064, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 52:31:39 \n",
      "Ep.:  51320, Loss: 6.741, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  33.00 Time: 52:32:16 \n",
      "Ep.:  51330, Loss: 4.794, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 52:32:53 \n",
      "Ep.:  51340, Loss: 5.267, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 52:33:30 \n",
      "Ep.:  51350, Loss: 4.906, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 52:34:07 \n",
      "Ep.:  51360, Loss: 4.238, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  23.00 Time: 52:34:43 \n",
      "Ep.:  51370, Loss: 4.234, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  31.00 Time: 52:35:20 \n",
      "Ep.:  51380, Loss: 5.644, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  27.00 Time: 52:35:57 \n",
      "Ep.:  51390, Loss: 5.033, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  27.00 Time: 52:36:38 \n",
      "Ep.:  51400, Loss: 5.205, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  32.00 Time: 52:37:17 \n",
      "Ep.:  51410, Loss: 5.614, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 52:37:57 \n",
      "Ep.:  51420, Loss: 5.365, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  27.00 Time: 52:38:37 \n",
      "Ep.:  51430, Loss: 6.268, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  24.00 Time: 52:39:20 \n",
      "Ep.:  51440, Loss: 4.624, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 52:39:59 \n",
      "Ep.:  51450, Loss: 4.718, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  30.00 Time: 52:40:40 \n",
      "Ep.:  51460, Loss: 4.896, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  34.00 Time: 52:41:35 \n",
      "Ep.:  51470, Loss: 5.636, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  22.00 Time: 52:42:18 \n",
      "Ep.:  51480, Loss: 6.442, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  32.00 Time: 52:42:57 \n",
      "Ep.:  51490, Loss: 4.787, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  30.00 Time: 52:43:37 \n",
      "Ep.:  51500, Loss: 5.073, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  27.00 Time: 52:44:21 \n",
      "Ep.:  51510, Loss: 4.834, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  26.00 Time: 52:45:03 \n",
      "Ep.:  51520, Loss: 6.991, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 52:45:48 \n",
      "Ep.:  51530, Loss: 5.160, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  32.00 Time: 52:46:31 \n",
      "Ep.:  51540, Loss: 6.728, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  25.00 Time: 52:47:08 \n",
      "Ep.:  51550, Loss: 5.625, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 52:47:55 \n",
      "Ep.:  51560, Loss: 5.491, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  27.00 Time: 52:48:46 \n",
      "Ep.:  51570, Loss: 5.033, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  32.00 Time: 52:49:32 \n",
      "Ep.:  51580, Loss: 6.737, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  28.00 Time: 52:50:08 \n",
      "Ep.:  51590, Loss: 4.526, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  28.00 Time: 52:50:49 \n",
      "Ep.:  51600, Loss: 6.292, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  28.00 Time: 52:51:25 \n",
      "Ep.:  51610, Loss: 5.120, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 52:52:02 \n",
      "Ep.:  51620, Loss: 5.838, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 52:52:39 \n",
      "Ep.:  51630, Loss: 6.019, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  26.00 Time: 52:53:15 \n",
      "Ep.:  51640, Loss: 5.677, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 52:53:53 \n",
      "Ep.:  51650, Loss: 6.462, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  32.00 Time: 52:54:30 \n",
      "Ep.:  51660, Loss: 5.256, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 52:55:07 \n",
      "Ep.:  51670, Loss: 5.500, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  31.00 Time: 52:55:44 \n",
      "Ep.:  51680, Loss: 5.722, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  22.00 Time: 52:56:21 \n",
      "Ep.:  51690, Loss: 5.069, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 52:56:58 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  51700, Loss: 5.956, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  30.00 Time: 52:57:36 \n",
      "Ep.:  51710, Loss: 5.184, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  30.00 Time: 52:58:12 \n",
      "Ep.:  51720, Loss: 6.185, Avg.Score: 151.00, Avg.LenOfSnake: 11.03, Max.LenOfSnake:  20.00 Time: 52:58:50 \n",
      "Ep.:  51730, Loss: 5.257, Avg.Score: 166.00, Avg.LenOfSnake: 11.53, Max.LenOfSnake:  23.00 Time: 52:59:25 \n",
      "Ep.:  51740, Loss: 6.088, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 53:00:00 \n",
      "Ep.:  51750, Loss: 4.959, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 53:00:38 \n",
      "Ep.:  51760, Loss: 5.153, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  24.00 Time: 53:01:14 \n",
      "Ep.:  51770, Loss: 5.611, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  27.00 Time: 53:01:51 \n",
      "Ep.:  51780, Loss: 5.608, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  31.00 Time: 53:02:28 \n",
      "Ep.:  51790, Loss: 4.662, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  26.00 Time: 53:03:05 \n",
      "Ep.:  51800, Loss: 5.754, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  24.00 Time: 53:03:42 \n",
      "Ep.:  51810, Loss: 5.710, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 53:04:18 \n",
      "Ep.:  51820, Loss: 4.579, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 53:04:55 \n",
      "Ep.:  51830, Loss: 4.793, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  31.00 Time: 53:05:32 \n",
      "Ep.:  51840, Loss: 5.353, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  24.00 Time: 53:06:09 \n",
      "Ep.:  51850, Loss: 4.186, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 53:06:45 \n",
      "Ep.:  51860, Loss: 4.746, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 53:07:24 \n",
      "Ep.:  51870, Loss: 5.366, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  29.00 Time: 53:08:02 \n",
      "Ep.:  51880, Loss: 6.733, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 53:08:39 \n",
      "Ep.:  51890, Loss: 7.790, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 53:09:13 \n",
      "Ep.:  51900, Loss: 6.085, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  24.00 Time: 53:09:50 \n",
      "Ep.:  51910, Loss: 5.910, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 53:10:27 \n",
      "Ep.:  51920, Loss: 5.188, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 53:11:02 \n",
      "Ep.:  51930, Loss: 4.994, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  29.00 Time: 53:11:42 \n",
      "Ep.:  51940, Loss: 4.658, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  34.00 Time: 53:12:19 \n",
      "Ep.:  51950, Loss: 5.309, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  29.00 Time: 53:12:56 \n",
      "Ep.:  51960, Loss: 3.949, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  31.00 Time: 53:13:31 \n",
      "Ep.:  51970, Loss: 5.321, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  35.00 Time: 53:14:08 \n",
      "Ep.:  51980, Loss: 5.398, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 53:14:46 \n",
      "Ep.:  51990, Loss: 5.294, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  27.00 Time: 53:15:22 \n",
      "Ep.:  52000, Loss: 4.752, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  27.00 Time: 53:16:00 \n",
      "Ep.:  52010, Loss: 6.461, Avg.Score: 162.00, Avg.LenOfSnake: 11.40, Max.LenOfSnake:  22.00 Time: 53:16:37 \n",
      "Ep.:  52020, Loss: 4.258, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 53:17:12 \n",
      "Ep.:  52030, Loss: 5.075, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 53:17:49 \n",
      "Ep.:  52040, Loss: 6.247, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 53:18:27 \n",
      "Ep.:  52050, Loss: 6.867, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  26.00 Time: 53:19:07 \n",
      "Ep.:  52060, Loss: 5.294, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  32.00 Time: 53:19:42 \n",
      "Ep.:  52070, Loss: 5.342, Avg.Score: 326.00, Avg.LenOfSnake: 16.87, Max.LenOfSnake:  32.00 Time: 53:20:23 \n",
      "Ep.:  52080, Loss: 6.669, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  31.00 Time: 53:21:02 \n",
      "Ep.:  52090, Loss: 5.840, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  32.00 Time: 53:21:39 \n",
      "Ep.:  52100, Loss: 3.980, Avg.Score: 306.00, Avg.LenOfSnake: 16.20, Max.LenOfSnake:  32.00 Time: 53:22:20 \n",
      "Ep.:  52110, Loss: 4.976, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  28.00 Time: 53:23:00 \n",
      "Ep.:  52120, Loss: 5.535, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 53:23:39 \n",
      "Ep.:  52130, Loss: 6.192, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  32.00 Time: 53:24:16 \n",
      "Ep.:  52140, Loss: 5.423, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  36.00 Time: 53:24:52 \n",
      "Ep.:  52150, Loss: 6.937, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 53:25:26 \n",
      "Ep.:  52160, Loss: 6.477, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  26.00 Time: 53:26:03 \n",
      "Ep.:  52170, Loss: 4.644, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 53:26:40 \n",
      "Ep.:  52180, Loss: 5.491, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  33.00 Time: 53:27:15 \n",
      "Ep.:  52190, Loss: 6.542, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 53:27:53 \n",
      "Ep.:  52200, Loss: 6.154, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 53:28:32 \n",
      "Ep.:  52210, Loss: 4.756, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 53:29:09 \n",
      "Ep.:  52220, Loss: 5.676, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 53:29:48 \n",
      "Ep.:  52230, Loss: 6.250, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  24.00 Time: 53:30:24 \n",
      "Ep.:  52240, Loss: 6.077, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  29.00 Time: 53:31:02 \n",
      "Ep.:  52250, Loss: 5.978, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  19.00 Time: 53:31:37 \n",
      "Ep.:  52260, Loss: 5.366, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  31.00 Time: 53:32:14 \n",
      "Ep.:  52270, Loss: 6.459, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  30.00 Time: 53:32:51 \n",
      "Ep.:  52280, Loss: 5.710, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  31.00 Time: 53:33:28 \n",
      "Ep.:  52290, Loss: 5.577, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 53:34:06 \n",
      "Ep.:  52300, Loss: 5.402, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  32.00 Time: 53:34:44 \n",
      "Ep.:  52310, Loss: 5.251, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  31.00 Time: 53:35:22 \n",
      "Ep.:  52320, Loss: 5.533, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  27.00 Time: 53:35:59 \n",
      "Ep.:  52330, Loss: 5.361, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  23.00 Time: 53:36:35 \n",
      "Ep.:  52340, Loss: 4.859, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  27.00 Time: 53:37:14 \n",
      "Ep.:  52350, Loss: 6.591, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  33.00 Time: 53:37:52 \n",
      "Ep.:  52360, Loss: 6.391, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  27.00 Time: 53:38:29 \n",
      "Ep.:  52370, Loss: 5.166, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 53:39:05 \n",
      "Ep.:  52380, Loss: 6.730, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  25.00 Time: 53:39:41 \n",
      "Ep.:  52390, Loss: 5.835, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 53:40:18 \n",
      "Ep.:  52400, Loss: 5.861, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  32.00 Time: 53:40:55 \n",
      "Ep.:  52410, Loss: 6.089, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  28.00 Time: 53:41:31 \n",
      "Ep.:  52420, Loss: 4.785, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 53:42:07 \n",
      "Ep.:  52430, Loss: 4.840, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  31.00 Time: 53:42:44 \n",
      "Ep.:  52440, Loss: 7.254, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 53:43:22 \n",
      "Ep.:  52450, Loss: 5.263, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 53:44:02 \n",
      "Ep.:  52460, Loss: 5.973, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  33.00 Time: 53:44:38 \n",
      "Ep.:  52470, Loss: 6.050, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  23.00 Time: 53:45:17 \n",
      "Ep.:  52480, Loss: 4.455, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 53:45:54 \n",
      "Ep.:  52490, Loss: 5.530, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  29.00 Time: 53:46:30 \n",
      "Ep.:  52500, Loss: 6.240, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  36.00 Time: 53:47:07 \n",
      "Ep.:  52510, Loss: 5.661, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  31.00 Time: 53:47:44 \n",
      "Ep.:  52520, Loss: 4.688, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 53:48:20 \n",
      "Ep.:  52530, Loss: 5.596, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  28.00 Time: 53:48:58 \n",
      "Ep.:  52540, Loss: 5.364, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  32.00 Time: 53:49:36 \n",
      "Ep.:  52550, Loss: 4.507, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 53:50:14 \n",
      "Ep.:  52560, Loss: 6.258, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  24.00 Time: 53:50:48 \n",
      "Ep.:  52570, Loss: 4.800, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  33.00 Time: 53:51:26 \n",
      "Ep.:  52580, Loss: 4.741, Avg.Score: 331.00, Avg.LenOfSnake: 17.03, Max.LenOfSnake:  28.00 Time: 53:52:03 \n",
      "Ep.:  52590, Loss: 4.260, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  26.00 Time: 53:52:42 \n",
      "Ep.:  52600, Loss: 6.046, Avg.Score: 158.00, Avg.LenOfSnake: 11.27, Max.LenOfSnake:  19.00 Time: 53:53:16 \n",
      "Ep.:  52610, Loss: 5.437, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  30.00 Time: 53:53:52 \n",
      "Ep.:  52620, Loss: 6.758, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  36.00 Time: 53:54:28 \n",
      "Ep.:  52630, Loss: 6.662, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 53:55:04 \n",
      "Ep.:  52640, Loss: 4.780, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  37.00 Time: 53:55:40 \n",
      "Ep.:  52650, Loss: 5.611, Avg.Score: 331.00, Avg.LenOfSnake: 17.03, Max.LenOfSnake:  32.00 Time: 53:56:17 \n",
      "Ep.:  52660, Loss: 4.458, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  34.00 Time: 53:56:55 \n",
      "Ep.:  52670, Loss: 4.880, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  23.00 Time: 53:57:34 \n",
      "Ep.:  52680, Loss: 6.204, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  31.00 Time: 53:58:11 \n",
      "Ep.:  52690, Loss: 4.949, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 53:58:49 \n",
      "Ep.:  52700, Loss: 4.961, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  30.00 Time: 53:59:27 \n",
      "Ep.:  52710, Loss: 5.467, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  27.00 Time: 54:00:02 \n",
      "Ep.:  52720, Loss: 4.585, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  24.00 Time: 54:00:38 \n",
      "Ep.:  52730, Loss: 6.230, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  31.00 Time: 54:01:15 \n",
      "Ep.:  52740, Loss: 5.478, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  26.00 Time: 54:01:51 \n",
      "Ep.:  52750, Loss: 5.956, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  33.00 Time: 54:02:30 \n",
      "Ep.:  52760, Loss: 5.002, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  31.00 Time: 54:03:05 \n",
      "Ep.:  52770, Loss: 4.660, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  28.00 Time: 54:03:42 \n",
      "Ep.:  52780, Loss: 5.592, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  30.00 Time: 54:04:20 \n",
      "Ep.:  52790, Loss: 5.440, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 54:04:56 \n",
      "Ep.:  52800, Loss: 5.903, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  25.00 Time: 54:05:35 \n",
      "Ep.:  52810, Loss: 5.281, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  25.00 Time: 54:06:12 \n",
      "Ep.:  52820, Loss: 6.906, Avg.Score: 176.00, Avg.LenOfSnake: 11.87, Max.LenOfSnake:  30.00 Time: 54:06:47 \n",
      "Ep.:  52830, Loss: 5.334, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  35.00 Time: 54:07:23 \n",
      "Ep.:  52840, Loss: 4.810, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  31.00 Time: 54:07:58 \n",
      "Ep.:  52850, Loss: 5.362, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  28.00 Time: 54:08:34 \n",
      "Ep.:  52860, Loss: 5.124, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  34.00 Time: 54:09:11 \n",
      "Ep.:  52870, Loss: 5.682, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  34.00 Time: 54:09:49 \n",
      "Ep.:  52880, Loss: 4.612, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 54:10:26 \n",
      "Ep.:  52890, Loss: 7.116, Avg.Score: 295.00, Avg.LenOfSnake: 15.83, Max.LenOfSnake:  28.00 Time: 54:11:04 \n",
      "Ep.:  52900, Loss: 4.754, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  30.00 Time: 54:11:40 \n",
      "Ep.:  52910, Loss: 7.013, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  21.00 Time: 54:12:18 \n",
      "Ep.:  52920, Loss: 6.111, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  32.00 Time: 54:12:53 \n",
      "Ep.:  52930, Loss: 4.363, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  31.00 Time: 54:13:30 \n",
      "Ep.:  52940, Loss: 5.920, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 54:14:07 \n",
      "Ep.:  52950, Loss: 5.666, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  26.00 Time: 54:14:43 \n",
      "Ep.:  52960, Loss: 5.339, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 54:15:20 \n",
      "Ep.:  52970, Loss: 5.951, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 54:15:57 \n",
      "Ep.:  52980, Loss: 4.405, Avg.Score: 303.00, Avg.LenOfSnake: 16.10, Max.LenOfSnake:  34.00 Time: 54:16:33 \n",
      "Ep.:  52990, Loss: 4.440, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  23.00 Time: 54:17:11 \n",
      "Ep.:  53000, Loss: 4.419, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  26.00 Time: 54:17:49 \n",
      "Ep.:  53010, Loss: 6.105, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  33.00 Time: 54:18:24 \n",
      "Ep.:  53020, Loss: 6.118, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  31.00 Time: 54:19:00 \n",
      "Ep.:  53030, Loss: 5.749, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 54:19:35 \n",
      "Ep.:  53040, Loss: 7.311, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  32.00 Time: 54:20:12 \n",
      "Ep.:  53050, Loss: 6.303, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  32.00 Time: 54:20:49 \n",
      "Ep.:  53060, Loss: 6.106, Avg.Score: 180.00, Avg.LenOfSnake: 12.00, Max.LenOfSnake:  24.00 Time: 54:21:26 \n",
      "Ep.:  53070, Loss: 5.809, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  37.00 Time: 54:22:02 \n",
      "Ep.:  53080, Loss: 5.858, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 54:22:38 \n",
      "Ep.:  53090, Loss: 5.981, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 54:23:16 \n",
      "Ep.:  53100, Loss: 4.772, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 54:23:52 \n",
      "Ep.:  53110, Loss: 6.642, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 54:24:32 \n",
      "Ep.:  53120, Loss: 6.380, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 54:25:08 \n",
      "Ep.:  53130, Loss: 4.794, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  25.00 Time: 54:25:44 \n",
      "Ep.:  53140, Loss: 5.296, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  26.00 Time: 54:26:22 \n",
      "Ep.:  53150, Loss: 5.628, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  26.00 Time: 54:27:00 \n",
      "Ep.:  53160, Loss: 4.343, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  27.00 Time: 54:27:37 \n",
      "Ep.:  53170, Loss: 4.649, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  35.00 Time: 54:28:11 \n",
      "Ep.:  53180, Loss: 5.331, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  30.00 Time: 54:28:46 \n",
      "Ep.:  53190, Loss: 5.697, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  31.00 Time: 54:29:22 \n",
      "Ep.:  53200, Loss: 6.232, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  32.00 Time: 54:29:59 \n",
      "Ep.:  53210, Loss: 5.649, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 54:30:36 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  53220, Loss: 4.661, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  28.00 Time: 54:31:11 \n",
      "Ep.:  53230, Loss: 4.961, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  20.00 Time: 54:31:50 \n",
      "Ep.:  53240, Loss: 5.258, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  26.00 Time: 54:32:26 \n",
      "Ep.:  53250, Loss: 4.841, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  37.00 Time: 54:33:05 \n",
      "Ep.:  53260, Loss: 5.486, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  30.00 Time: 54:33:43 \n",
      "Ep.:  53270, Loss: 4.858, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  24.00 Time: 54:34:20 \n",
      "Ep.:  53280, Loss: 4.720, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  33.00 Time: 54:34:57 \n",
      "Ep.:  53290, Loss: 5.038, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 54:35:32 \n",
      "Ep.:  53300, Loss: 5.289, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 54:36:07 \n",
      "Ep.:  53310, Loss: 6.513, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  30.00 Time: 54:36:42 \n",
      "Ep.:  53320, Loss: 5.069, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  27.00 Time: 54:37:18 \n",
      "Ep.:  53330, Loss: 4.024, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  37.00 Time: 54:37:53 \n",
      "Ep.:  53340, Loss: 5.393, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  27.00 Time: 54:38:30 \n",
      "Ep.:  53350, Loss: 5.307, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  34.00 Time: 54:39:09 \n",
      "Ep.:  53360, Loss: 4.944, Avg.Score: 184.00, Avg.LenOfSnake: 12.13, Max.LenOfSnake:  24.00 Time: 54:39:45 \n",
      "Ep.:  53370, Loss: 5.452, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  34.00 Time: 54:40:21 \n",
      "Ep.:  53380, Loss: 4.523, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 54:41:00 \n",
      "Ep.:  53390, Loss: 4.620, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  27.00 Time: 54:41:37 \n",
      "Ep.:  53400, Loss: 5.631, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  32.00 Time: 54:42:15 \n",
      "Ep.:  53410, Loss: 5.097, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 54:42:54 \n",
      "Ep.:  53420, Loss: 5.631, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 54:43:29 \n",
      "Ep.:  53430, Loss: 5.866, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  24.00 Time: 54:44:05 \n",
      "Ep.:  53440, Loss: 5.967, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 54:44:41 \n",
      "Ep.:  53450, Loss: 4.898, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  32.00 Time: 54:45:15 \n",
      "Ep.:  53460, Loss: 5.171, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  30.00 Time: 54:45:53 \n",
      "Ep.:  53470, Loss: 5.947, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 54:46:34 \n",
      "Ep.:  53480, Loss: 5.931, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  30.00 Time: 54:47:11 \n",
      "Ep.:  53490, Loss: 4.913, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  31.00 Time: 54:47:47 \n",
      "Ep.:  53500, Loss: 4.100, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  28.00 Time: 54:48:23 \n",
      "Ep.:  53510, Loss: 5.718, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  27.00 Time: 54:49:00 \n",
      "Ep.:  53520, Loss: 5.507, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  27.00 Time: 54:49:36 \n",
      "Ep.:  53530, Loss: 5.329, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  23.00 Time: 54:50:14 \n",
      "Ep.:  53540, Loss: 5.202, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  31.00 Time: 54:50:53 \n",
      "Ep.:  53550, Loss: 5.292, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  31.00 Time: 54:51:32 \n",
      "Ep.:  53560, Loss: 6.291, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  29.00 Time: 54:52:13 \n",
      "Ep.:  53570, Loss: 6.710, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 54:52:50 \n",
      "Ep.:  53580, Loss: 4.182, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 54:53:36 \n",
      "Ep.:  53590, Loss: 6.703, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  26.00 Time: 54:54:19 \n",
      "Ep.:  53600, Loss: 5.617, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  28.00 Time: 54:55:04 \n",
      "Ep.:  53610, Loss: 6.245, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 54:55:43 \n",
      "Ep.:  53620, Loss: 5.332, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  25.00 Time: 54:56:27 \n",
      "Ep.:  53630, Loss: 5.516, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 54:57:04 \n",
      "Ep.:  53640, Loss: 5.694, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  27.00 Time: 54:57:41 \n",
      "Ep.:  53650, Loss: 5.098, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  32.00 Time: 54:58:20 \n",
      "Ep.:  53660, Loss: 4.884, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  24.00 Time: 54:58:57 \n",
      "Ep.:  53670, Loss: 6.645, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 54:59:35 \n",
      "Ep.:  53680, Loss: 4.996, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  24.00 Time: 55:00:11 \n",
      "Ep.:  53690, Loss: 5.330, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  27.00 Time: 55:00:49 \n",
      "Ep.:  53700, Loss: 5.502, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 55:01:27 \n",
      "Ep.:  53710, Loss: 5.920, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  29.00 Time: 55:02:03 \n",
      "Ep.:  53720, Loss: 6.602, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 55:02:38 \n",
      "Ep.:  53730, Loss: 5.195, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  27.00 Time: 55:03:14 \n",
      "Ep.:  53740, Loss: 4.798, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  34.00 Time: 55:03:55 \n",
      "Ep.:  53750, Loss: 5.297, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  30.00 Time: 55:04:32 \n",
      "Ep.:  53760, Loss: 7.033, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  24.00 Time: 55:05:09 \n",
      "Ep.:  53770, Loss: 5.366, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  34.00 Time: 55:05:46 \n",
      "Ep.:  53780, Loss: 5.181, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  24.00 Time: 55:06:24 \n",
      "Ep.:  53790, Loss: 5.192, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  31.00 Time: 55:07:02 \n",
      "Ep.:  53800, Loss: 5.245, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  29.00 Time: 55:07:39 \n",
      "Ep.:  53810, Loss: 5.014, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  32.00 Time: 55:08:17 \n",
      "Ep.:  53820, Loss: 5.475, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  21.00 Time: 55:08:55 \n",
      "Ep.:  53830, Loss: 5.016, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  34.00 Time: 55:09:32 \n",
      "Ep.:  53840, Loss: 4.454, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 55:10:08 \n",
      "Ep.:  53850, Loss: 4.684, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 55:10:47 \n",
      "Ep.:  53860, Loss: 4.902, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  31.00 Time: 55:11:22 \n",
      "Ep.:  53870, Loss: 6.312, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  28.00 Time: 55:11:59 \n",
      "Ep.:  53880, Loss: 5.313, Avg.Score: 346.00, Avg.LenOfSnake: 17.53, Max.LenOfSnake:  34.00 Time: 55:12:36 \n",
      "Ep.:  53890, Loss: 4.522, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  31.00 Time: 55:13:14 \n",
      "Ep.:  53900, Loss: 6.083, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  24.00 Time: 55:13:50 \n",
      "Ep.:  53910, Loss: 6.082, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  28.00 Time: 55:14:27 \n",
      "Ep.:  53920, Loss: 6.440, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  31.00 Time: 55:15:05 \n",
      "Ep.:  53930, Loss: 5.306, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  24.00 Time: 55:15:44 \n",
      "Ep.:  53940, Loss: 4.794, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  27.00 Time: 55:16:22 \n",
      "Ep.:  53950, Loss: 4.269, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  36.00 Time: 55:16:57 \n",
      "Ep.:  53960, Loss: 6.509, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  24.00 Time: 55:17:36 \n",
      "Ep.:  53970, Loss: 5.304, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  27.00 Time: 55:18:16 \n",
      "Ep.:  53980, Loss: 5.139, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  30.00 Time: 55:19:00 \n",
      "Ep.:  53990, Loss: 6.671, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  25.00 Time: 55:19:38 \n",
      "Ep.:  54000, Loss: 4.721, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 55:20:13 \n",
      "Ep.:  54010, Loss: 5.951, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  28.00 Time: 55:20:51 \n",
      "Ep.:  54020, Loss: 5.191, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  22.00 Time: 55:21:38 \n",
      "Ep.:  54030, Loss: 5.643, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  27.00 Time: 55:22:22 \n",
      "Ep.:  54040, Loss: 5.073, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 55:23:06 \n",
      "Ep.:  54050, Loss: 6.357, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  30.00 Time: 55:23:48 \n",
      "Ep.:  54060, Loss: 6.252, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  29.00 Time: 55:24:31 \n",
      "Ep.:  54070, Loss: 4.572, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 55:25:16 \n",
      "Ep.:  54080, Loss: 5.726, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  23.00 Time: 55:25:58 \n",
      "Ep.:  54090, Loss: 5.027, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  26.00 Time: 55:26:39 \n",
      "Ep.:  54100, Loss: 5.028, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 55:27:20 \n",
      "Ep.:  54110, Loss: 4.612, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  27.00 Time: 55:28:00 \n",
      "Ep.:  54120, Loss: 5.731, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  27.00 Time: 55:28:40 \n",
      "Ep.:  54130, Loss: 5.298, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 55:29:19 \n",
      "Ep.:  54140, Loss: 5.383, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 55:30:03 \n",
      "Ep.:  54150, Loss: 4.323, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  24.00 Time: 55:30:45 \n",
      "Ep.:  54160, Loss: 5.153, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  26.00 Time: 55:31:25 \n",
      "Ep.:  54170, Loss: 4.925, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 55:32:04 \n",
      "Ep.:  54180, Loss: 5.230, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  29.00 Time: 55:32:43 \n",
      "Ep.:  54190, Loss: 5.176, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 55:33:22 \n",
      "Ep.:  54200, Loss: 3.545, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  25.00 Time: 55:34:00 \n",
      "Ep.:  54210, Loss: 4.964, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  32.00 Time: 55:34:37 \n",
      "Ep.:  54220, Loss: 6.373, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  36.00 Time: 55:35:15 \n",
      "Ep.:  54230, Loss: 5.157, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  27.00 Time: 55:35:51 \n",
      "Ep.:  54240, Loss: 5.072, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 55:36:28 \n",
      "Ep.:  54250, Loss: 6.114, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 55:37:05 \n",
      "Ep.:  54260, Loss: 6.371, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  32.00 Time: 55:37:41 \n",
      "Ep.:  54270, Loss: 4.712, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 55:38:19 \n",
      "Ep.:  54280, Loss: 5.698, Avg.Score: 326.00, Avg.LenOfSnake: 16.87, Max.LenOfSnake:  29.00 Time: 55:38:57 \n",
      "Ep.:  54290, Loss: 5.974, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 55:39:38 \n",
      "Ep.:  54300, Loss: 5.959, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  32.00 Time: 55:40:14 \n",
      "Ep.:  54310, Loss: 4.896, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  29.00 Time: 55:40:50 \n",
      "Ep.:  54320, Loss: 6.201, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  29.00 Time: 55:41:26 \n",
      "Ep.:  54330, Loss: 5.706, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  25.00 Time: 55:42:05 \n",
      "Ep.:  54340, Loss: 4.932, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  29.00 Time: 55:42:42 \n",
      "Ep.:  54350, Loss: 4.566, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 55:43:19 \n",
      "Ep.:  54360, Loss: 5.888, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  24.00 Time: 55:43:56 \n",
      "Ep.:  54370, Loss: 4.972, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  30.00 Time: 55:44:33 \n",
      "Ep.:  54380, Loss: 6.058, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 55:45:11 \n",
      "Ep.:  54390, Loss: 5.127, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  27.00 Time: 55:45:49 \n",
      "Ep.:  54400, Loss: 5.948, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  27.00 Time: 55:46:26 \n",
      "Ep.:  54410, Loss: 6.242, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  30.00 Time: 55:47:06 \n",
      "Ep.:  54420, Loss: 5.623, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  31.00 Time: 55:47:42 \n",
      "Ep.:  54430, Loss: 5.564, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  22.00 Time: 55:48:17 \n",
      "Ep.:  54440, Loss: 4.409, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  31.00 Time: 55:48:54 \n",
      "Ep.:  54450, Loss: 4.548, Avg.Score: 220.00, Avg.LenOfSnake: 13.33, Max.LenOfSnake:  28.00 Time: 55:49:28 \n",
      "Ep.:  54460, Loss: 5.218, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 55:50:04 \n",
      "Ep.:  54470, Loss: 5.881, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  37.00 Time: 55:50:41 \n",
      "Ep.:  54480, Loss: 4.461, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 55:51:18 \n",
      "Ep.:  54490, Loss: 5.496, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  25.00 Time: 55:51:54 \n",
      "Ep.:  54500, Loss: 4.566, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  32.00 Time: 55:52:32 \n",
      "Ep.:  54510, Loss: 5.936, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 55:53:09 \n",
      "Ep.:  54520, Loss: 4.165, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  37.00 Time: 55:53:44 \n",
      "Ep.:  54530, Loss: 5.098, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  23.00 Time: 55:54:22 \n",
      "Ep.:  54540, Loss: 5.317, Avg.Score: 346.00, Avg.LenOfSnake: 17.53, Max.LenOfSnake:  30.00 Time: 55:55:01 \n",
      "Ep.:  54550, Loss: 4.857, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  32.00 Time: 55:55:38 \n",
      "Ep.:  54560, Loss: 6.873, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  34.00 Time: 55:56:15 \n",
      "Ep.:  54570, Loss: 6.541, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  31.00 Time: 55:56:53 \n",
      "Ep.:  54580, Loss: 5.107, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  29.00 Time: 55:57:33 \n",
      "Ep.:  54590, Loss: 5.023, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  23.00 Time: 55:58:09 \n",
      "Ep.:  54600, Loss: 4.822, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  29.00 Time: 55:58:46 \n",
      "Ep.:  54610, Loss: 4.858, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  27.00 Time: 55:59:24 \n",
      "Ep.:  54620, Loss: 5.217, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  33.00 Time: 55:59:58 \n",
      "Ep.:  54630, Loss: 4.728, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  35.00 Time: 56:00:36 \n",
      "Ep.:  54640, Loss: 5.292, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  41.00 Time: 56:01:16 \n",
      "Ep.:  54650, Loss: 5.036, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  36.00 Time: 56:01:54 \n",
      "Ep.:  54660, Loss: 3.808, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 56:02:31 \n",
      "Ep.:  54670, Loss: 5.736, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 56:03:08 \n",
      "Ep.:  54680, Loss: 5.685, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  34.00 Time: 56:03:43 \n",
      "Ep.:  54690, Loss: 5.238, Avg.Score: 187.00, Avg.LenOfSnake: 12.23, Max.LenOfSnake:  26.00 Time: 56:04:19 \n",
      "Ep.:  54700, Loss: 4.457, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  26.00 Time: 56:05:01 \n",
      "Ep.:  54710, Loss: 4.837, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  24.00 Time: 56:05:39 \n",
      "Ep.:  54720, Loss: 5.559, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  29.00 Time: 56:06:20 \n",
      "Ep.:  54730, Loss: 6.257, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  30.00 Time: 56:07:04 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  54740, Loss: 5.245, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 56:07:40 \n",
      "Ep.:  54750, Loss: 6.218, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  34.00 Time: 56:08:17 \n",
      "Ep.:  54760, Loss: 4.552, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  24.00 Time: 56:08:55 \n",
      "Ep.:  54770, Loss: 5.858, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  29.00 Time: 56:09:34 \n",
      "Ep.:  54780, Loss: 4.599, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  32.00 Time: 56:10:10 \n",
      "Ep.:  54790, Loss: 5.790, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  26.00 Time: 56:10:46 \n",
      "Ep.:  54800, Loss: 5.998, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  35.00 Time: 56:11:24 \n",
      "Ep.:  54810, Loss: 5.170, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  29.00 Time: 56:12:03 \n",
      "Ep.:  54820, Loss: 5.597, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  26.00 Time: 56:12:40 \n",
      "Ep.:  54830, Loss: 6.796, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  28.00 Time: 56:13:16 \n",
      "Ep.:  54840, Loss: 4.762, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 56:13:54 \n",
      "Ep.:  54850, Loss: 5.791, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  27.00 Time: 56:14:31 \n",
      "Ep.:  54860, Loss: 5.817, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 56:15:08 \n",
      "Ep.:  54870, Loss: 4.785, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  23.00 Time: 56:15:44 \n",
      "Ep.:  54880, Loss: 5.741, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  26.00 Time: 56:16:20 \n",
      "Ep.:  54890, Loss: 4.780, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  29.00 Time: 56:16:57 \n",
      "Ep.:  54900, Loss: 6.050, Avg.Score: 164.00, Avg.LenOfSnake: 11.47, Max.LenOfSnake:  34.00 Time: 56:17:33 \n",
      "Ep.:  54910, Loss: 6.348, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  31.00 Time: 56:18:08 \n",
      "Ep.:  54920, Loss: 5.275, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  30.00 Time: 56:18:46 \n",
      "Ep.:  54930, Loss: 4.834, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  35.00 Time: 56:19:22 \n",
      "Ep.:  54940, Loss: 4.581, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  21.00 Time: 56:19:57 \n",
      "Ep.:  54950, Loss: 5.106, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  26.00 Time: 56:20:33 \n",
      "Ep.:  54960, Loss: 5.970, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  25.00 Time: 56:21:08 \n",
      "Ep.:  54970, Loss: 5.895, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  34.00 Time: 56:21:44 \n",
      "Ep.:  54980, Loss: 6.296, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  23.00 Time: 56:22:19 \n",
      "Ep.:  54990, Loss: 5.761, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  31.00 Time: 56:22:57 \n",
      "Ep.:  55000, Loss: 5.347, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 56:23:33 \n",
      "Ep.:  55010, Loss: 6.239, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  29.00 Time: 56:24:10 \n",
      "Ep.:  55020, Loss: 4.402, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  34.00 Time: 56:24:48 \n",
      "Ep.:  55030, Loss: 5.301, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  26.00 Time: 56:25:26 \n",
      "Ep.:  55040, Loss: 4.074, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  24.00 Time: 56:26:02 \n",
      "Ep.:  55050, Loss: 5.819, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  25.00 Time: 56:26:37 \n",
      "Ep.:  55060, Loss: 4.802, Avg.Score: 323.00, Avg.LenOfSnake: 16.77, Max.LenOfSnake:  29.00 Time: 56:27:15 \n",
      "Ep.:  55070, Loss: 5.447, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  33.00 Time: 56:27:52 \n",
      "Ep.:  55080, Loss: 4.544, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  28.00 Time: 56:28:29 \n",
      "Ep.:  55090, Loss: 6.113, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  25.00 Time: 56:29:08 \n",
      "Ep.:  55100, Loss: 6.286, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 56:29:42 \n",
      "Ep.:  55110, Loss: 4.540, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 56:30:21 \n",
      "Ep.:  55120, Loss: 7.107, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  29.00 Time: 56:30:57 \n",
      "Ep.:  55130, Loss: 5.829, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  28.00 Time: 56:31:34 \n",
      "Ep.:  55140, Loss: 5.178, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  31.00 Time: 56:32:10 \n",
      "Ep.:  55150, Loss: 6.246, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 56:32:46 \n",
      "Ep.:  55160, Loss: 4.643, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 56:33:22 \n",
      "Ep.:  55170, Loss: 5.028, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  24.00 Time: 56:33:58 \n",
      "Ep.:  55180, Loss: 4.460, Avg.Score: 317.00, Avg.LenOfSnake: 16.57, Max.LenOfSnake:  33.00 Time: 56:34:35 \n",
      "Ep.:  55190, Loss: 5.083, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  32.00 Time: 56:35:13 \n",
      "Ep.:  55200, Loss: 4.639, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  26.00 Time: 56:35:52 \n",
      "Ep.:  55210, Loss: 5.717, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  33.00 Time: 56:36:30 \n",
      "Ep.:  55220, Loss: 6.437, Avg.Score: 328.00, Avg.LenOfSnake: 16.93, Max.LenOfSnake:  33.00 Time: 56:37:07 \n",
      "Ep.:  55230, Loss: 5.864, Avg.Score: 321.00, Avg.LenOfSnake: 16.70, Max.LenOfSnake:  31.00 Time: 56:37:45 \n",
      "Ep.:  55240, Loss: 5.923, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  31.00 Time: 56:38:21 \n",
      "Ep.:  55250, Loss: 5.336, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  27.00 Time: 56:38:57 \n",
      "Ep.:  55260, Loss: 5.838, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  30.00 Time: 56:39:35 \n",
      "Ep.:  55270, Loss: 4.712, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 56:40:10 \n",
      "Ep.:  55280, Loss: 4.883, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  23.00 Time: 56:40:46 \n",
      "Ep.:  55290, Loss: 4.879, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  26.00 Time: 56:41:21 \n",
      "Ep.:  55300, Loss: 5.011, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 56:41:58 \n",
      "Ep.:  55310, Loss: 4.515, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  29.00 Time: 56:42:35 \n",
      "Ep.:  55320, Loss: 6.396, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  23.00 Time: 56:43:11 \n",
      "Ep.:  55330, Loss: 5.993, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  30.00 Time: 56:43:48 \n",
      "Ep.:  55340, Loss: 4.933, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  31.00 Time: 56:44:25 \n",
      "Ep.:  55350, Loss: 5.118, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  24.00 Time: 56:45:03 \n",
      "Ep.:  55360, Loss: 5.893, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  23.00 Time: 56:45:37 \n",
      "Ep.:  55370, Loss: 6.400, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  28.00 Time: 56:46:14 \n",
      "Ep.:  55380, Loss: 4.380, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  26.00 Time: 56:46:53 \n",
      "Ep.:  55390, Loss: 5.154, Avg.Score: 345.00, Avg.LenOfSnake: 17.50, Max.LenOfSnake:  29.00 Time: 56:47:32 \n",
      "Ep.:  55400, Loss: 6.365, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  28.00 Time: 56:48:09 \n",
      "Ep.:  55410, Loss: 4.831, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  28.00 Time: 56:48:46 \n",
      "Ep.:  55420, Loss: 4.669, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  34.00 Time: 56:49:23 \n",
      "Ep.:  55430, Loss: 5.206, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  26.00 Time: 56:50:01 \n",
      "Ep.:  55440, Loss: 5.084, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  32.00 Time: 56:50:36 \n",
      "Ep.:  55450, Loss: 5.971, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  31.00 Time: 56:51:13 \n",
      "Ep.:  55460, Loss: 5.642, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 56:51:49 \n",
      "Ep.:  55470, Loss: 4.300, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  29.00 Time: 56:52:29 \n",
      "Ep.:  55480, Loss: 5.557, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  24.00 Time: 56:53:06 \n",
      "Ep.:  55490, Loss: 6.006, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  25.00 Time: 56:53:43 \n",
      "Ep.:  55500, Loss: 5.563, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  31.00 Time: 56:54:18 \n",
      "Ep.:  55510, Loss: 6.202, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  25.00 Time: 56:54:54 \n",
      "Ep.:  55520, Loss: 5.773, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  24.00 Time: 56:55:30 \n",
      "Ep.:  55530, Loss: 4.876, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 56:56:05 \n",
      "Ep.:  55540, Loss: 6.048, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 56:56:43 \n",
      "Ep.:  55550, Loss: 4.727, Avg.Score: 308.00, Avg.LenOfSnake: 16.27, Max.LenOfSnake:  33.00 Time: 56:57:22 \n",
      "Ep.:  55560, Loss: 6.472, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  26.00 Time: 56:58:00 \n",
      "Ep.:  55570, Loss: 5.481, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  28.00 Time: 56:58:33 \n",
      "Ep.:  55580, Loss: 4.794, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 56:59:09 \n",
      "Ep.:  55590, Loss: 5.121, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  27.00 Time: 56:59:43 \n",
      "Ep.:  55600, Loss: 8.150, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  28.00 Time: 57:00:19 \n",
      "Ep.:  55610, Loss: 5.779, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  34.00 Time: 57:00:57 \n",
      "Ep.:  55620, Loss: 5.137, Avg.Score: 210.00, Avg.LenOfSnake: 13.00, Max.LenOfSnake:  29.00 Time: 57:01:32 \n",
      "Ep.:  55630, Loss: 6.322, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 57:02:09 \n",
      "Ep.:  55640, Loss: 6.274, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  32.00 Time: 57:02:48 \n",
      "Ep.:  55650, Loss: 5.685, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  32.00 Time: 57:03:24 \n",
      "Ep.:  55660, Loss: 5.492, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  23.00 Time: 57:04:01 \n",
      "Ep.:  55670, Loss: 5.957, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  29.00 Time: 57:04:49 \n",
      "Ep.:  55680, Loss: 6.126, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  25.00 Time: 57:05:32 \n",
      "Ep.:  55690, Loss: 5.514, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  24.00 Time: 57:06:09 \n",
      "Ep.:  55700, Loss: 5.562, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 57:06:44 \n",
      "Ep.:  55710, Loss: 6.129, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  30.00 Time: 57:07:20 \n",
      "Ep.:  55720, Loss: 5.643, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  24.00 Time: 57:07:57 \n",
      "Ep.:  55730, Loss: 5.119, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  30.00 Time: 57:08:35 \n",
      "Ep.:  55740, Loss: 4.934, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  36.00 Time: 57:09:12 \n",
      "Ep.:  55750, Loss: 4.752, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  26.00 Time: 57:09:49 \n",
      "Ep.:  55760, Loss: 6.707, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  33.00 Time: 57:10:24 \n",
      "Ep.:  55770, Loss: 6.654, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  26.00 Time: 57:10:58 \n",
      "Ep.:  55780, Loss: 4.150, Avg.Score: 212.00, Avg.LenOfSnake: 13.07, Max.LenOfSnake:  26.00 Time: 57:11:36 \n",
      "Ep.:  55790, Loss: 4.382, Avg.Score: 302.00, Avg.LenOfSnake: 16.07, Max.LenOfSnake:  30.00 Time: 57:12:16 \n",
      "Ep.:  55800, Loss: 5.184, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 57:12:55 \n",
      "Ep.:  55810, Loss: 5.827, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  31.00 Time: 57:13:31 \n",
      "Ep.:  55820, Loss: 6.069, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 57:14:16 \n",
      "Ep.:  55830, Loss: 5.962, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 57:14:59 \n",
      "Ep.:  55840, Loss: 4.863, Avg.Score: 201.00, Avg.LenOfSnake: 12.70, Max.LenOfSnake:  26.00 Time: 57:15:42 \n",
      "Ep.:  55850, Loss: 5.239, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  29.00 Time: 57:16:32 \n",
      "Ep.:  55860, Loss: 4.833, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  25.00 Time: 57:17:14 \n",
      "Ep.:  55870, Loss: 6.209, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  26.00 Time: 57:17:50 \n",
      "Ep.:  55880, Loss: 4.337, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  30.00 Time: 57:18:27 \n",
      "Ep.:  55890, Loss: 5.867, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  28.00 Time: 57:19:02 \n",
      "Ep.:  55900, Loss: 5.117, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  30.00 Time: 57:19:38 \n",
      "Ep.:  55910, Loss: 5.746, Avg.Score: 182.00, Avg.LenOfSnake: 12.07, Max.LenOfSnake:  23.00 Time: 57:20:15 \n",
      "Ep.:  55920, Loss: 5.631, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 57:20:49 \n",
      "Ep.:  55930, Loss: 4.775, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  27.00 Time: 57:21:23 \n",
      "Ep.:  55940, Loss: 4.818, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  29.00 Time: 57:21:59 \n",
      "Ep.:  55950, Loss: 5.525, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 57:22:37 \n",
      "Ep.:  55960, Loss: 5.497, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 57:23:14 \n",
      "Ep.:  55970, Loss: 5.496, Avg.Score: 290.00, Avg.LenOfSnake: 15.67, Max.LenOfSnake:  29.00 Time: 57:23:49 \n",
      "Ep.:  55980, Loss: 6.229, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  26.00 Time: 57:24:26 \n",
      "Ep.:  55990, Loss: 5.790, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 57:25:02 \n",
      "Ep.:  56000, Loss: 4.712, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  40.00 Time: 57:25:41 \n",
      "Ep.:  56010, Loss: 5.185, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  22.00 Time: 57:26:17 \n",
      "Ep.:  56020, Loss: 5.580, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 57:26:58 \n",
      "Ep.:  56030, Loss: 5.554, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  28.00 Time: 57:27:37 \n",
      "Ep.:  56040, Loss: 4.498, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 57:28:15 \n",
      "Ep.:  56050, Loss: 5.111, Avg.Score: 202.00, Avg.LenOfSnake: 12.73, Max.LenOfSnake:  26.00 Time: 57:28:55 \n",
      "Ep.:  56060, Loss: 4.510, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 57:29:29 \n",
      "Ep.:  56070, Loss: 4.781, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 57:30:07 \n",
      "Ep.:  56080, Loss: 4.794, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  30.00 Time: 57:30:45 \n",
      "Ep.:  56090, Loss: 5.349, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 57:31:22 \n",
      "Ep.:  56100, Loss: 3.794, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  34.00 Time: 57:31:57 \n",
      "Ep.:  56110, Loss: 6.189, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  30.00 Time: 57:32:35 \n",
      "Ep.:  56120, Loss: 4.521, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  27.00 Time: 57:33:15 \n",
      "Ep.:  56130, Loss: 5.930, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  33.00 Time: 57:33:50 \n",
      "Ep.:  56140, Loss: 5.112, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  37.00 Time: 57:34:27 \n",
      "Ep.:  56150, Loss: 5.831, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 57:35:01 \n",
      "Ep.:  56160, Loss: 6.693, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  28.00 Time: 57:35:37 \n",
      "Ep.:  56170, Loss: 4.636, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  33.00 Time: 57:36:14 \n",
      "Ep.:  56180, Loss: 4.748, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  24.00 Time: 57:36:52 \n",
      "Ep.:  56190, Loss: 5.021, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  29.00 Time: 57:37:28 \n",
      "Ep.:  56200, Loss: 5.078, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  28.00 Time: 57:38:05 \n",
      "Ep.:  56210, Loss: 6.585, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  31.00 Time: 57:38:43 \n",
      "Ep.:  56220, Loss: 6.949, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  39.00 Time: 57:39:20 \n",
      "Ep.:  56230, Loss: 5.120, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  31.00 Time: 57:39:58 \n",
      "Ep.:  56240, Loss: 5.656, Avg.Score: 293.00, Avg.LenOfSnake: 15.77, Max.LenOfSnake:  31.00 Time: 57:40:38 \n",
      "Ep.:  56250, Loss: 5.053, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  32.00 Time: 57:41:16 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  56260, Loss: 4.266, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  26.00 Time: 57:41:54 \n",
      "Ep.:  56270, Loss: 6.904, Avg.Score: 185.00, Avg.LenOfSnake: 12.17, Max.LenOfSnake:  25.00 Time: 57:42:29 \n",
      "Ep.:  56280, Loss: 4.739, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  30.00 Time: 57:43:04 \n",
      "Ep.:  56290, Loss: 5.429, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  32.00 Time: 57:43:45 \n",
      "Ep.:  56300, Loss: 4.539, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  27.00 Time: 57:44:22 \n",
      "Ep.:  56310, Loss: 4.651, Avg.Score: 189.00, Avg.LenOfSnake: 12.30, Max.LenOfSnake:  30.00 Time: 57:44:59 \n",
      "Ep.:  56320, Loss: 5.564, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  23.00 Time: 57:45:37 \n",
      "Ep.:  56330, Loss: 5.031, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  37.00 Time: 57:46:14 \n",
      "Ep.:  56340, Loss: 6.195, Avg.Score: 362.00, Avg.LenOfSnake: 18.07, Max.LenOfSnake:  37.00 Time: 57:46:52 \n",
      "Ep.:  56350, Loss: 5.851, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  24.00 Time: 57:47:30 \n",
      "Ep.:  56360, Loss: 6.486, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  31.00 Time: 57:48:09 \n",
      "Ep.:  56370, Loss: 5.345, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  29.00 Time: 57:48:46 \n",
      "Ep.:  56380, Loss: 6.110, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  26.00 Time: 57:49:23 \n",
      "Ep.:  56390, Loss: 5.425, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  28.00 Time: 57:50:00 \n",
      "Ep.:  56400, Loss: 4.631, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  24.00 Time: 57:50:36 \n",
      "Ep.:  56410, Loss: 5.075, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  25.00 Time: 57:51:14 \n",
      "Ep.:  56420, Loss: 5.231, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  26.00 Time: 57:51:50 \n",
      "Ep.:  56430, Loss: 6.305, Avg.Score: 178.00, Avg.LenOfSnake: 11.93, Max.LenOfSnake:  25.00 Time: 57:52:27 \n",
      "Ep.:  56440, Loss: 5.401, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  31.00 Time: 57:53:03 \n",
      "Ep.:  56450, Loss: 5.553, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  25.00 Time: 57:53:41 \n",
      "Ep.:  56460, Loss: 4.317, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 57:54:18 \n",
      "Ep.:  56470, Loss: 4.130, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 57:54:55 \n",
      "Ep.:  56480, Loss: 6.913, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  29.00 Time: 57:55:32 \n",
      "Ep.:  56490, Loss: 6.084, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 57:56:08 \n",
      "Ep.:  56500, Loss: 9.447, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  25.00 Time: 57:56:45 \n",
      "Ep.:  56510, Loss: 4.719, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  28.00 Time: 57:57:22 \n",
      "Ep.:  56520, Loss: 4.864, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  34.00 Time: 57:58:03 \n",
      "Ep.:  56530, Loss: 5.145, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 57:58:40 \n",
      "Ep.:  56540, Loss: 5.451, Avg.Score: 173.00, Avg.LenOfSnake: 11.77, Max.LenOfSnake:  24.00 Time: 57:59:17 \n",
      "Ep.:  56550, Loss: 6.624, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  23.00 Time: 57:59:53 \n",
      "Ep.:  56560, Loss: 4.733, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  30.00 Time: 58:00:28 \n",
      "Ep.:  56570, Loss: 4.160, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  26.00 Time: 58:01:04 \n",
      "Ep.:  56580, Loss: 5.441, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 58:01:39 \n",
      "Ep.:  56590, Loss: 4.778, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  25.00 Time: 58:02:14 \n",
      "Ep.:  56600, Loss: 5.000, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  25.00 Time: 58:02:51 \n",
      "Ep.:  56610, Loss: 6.176, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  26.00 Time: 58:03:26 \n",
      "Ep.:  56620, Loss: 5.649, Avg.Score: 209.00, Avg.LenOfSnake: 12.97, Max.LenOfSnake:  27.00 Time: 58:04:02 \n",
      "Ep.:  56630, Loss: 5.925, Avg.Score: 256.00, Avg.LenOfSnake: 14.53, Max.LenOfSnake:  32.00 Time: 58:04:40 \n",
      "Ep.:  56640, Loss: 5.699, Avg.Score: 240.00, Avg.LenOfSnake: 14.00, Max.LenOfSnake:  28.00 Time: 58:05:19 \n",
      "Ep.:  56650, Loss: 5.140, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 58:05:57 \n",
      "Ep.:  56660, Loss: 6.714, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  30.00 Time: 58:06:33 \n",
      "Ep.:  56670, Loss: 4.469, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  28.00 Time: 58:07:10 \n",
      "Ep.:  56680, Loss: 5.182, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  28.00 Time: 58:07:46 \n",
      "Ep.:  56690, Loss: 4.631, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  23.00 Time: 58:08:22 \n",
      "Ep.:  56700, Loss: 5.028, Avg.Score: 204.00, Avg.LenOfSnake: 12.80, Max.LenOfSnake:  26.00 Time: 58:08:57 \n",
      "Ep.:  56710, Loss: 5.547, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  28.00 Time: 58:09:35 \n",
      "Ep.:  56720, Loss: 6.487, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  28.00 Time: 58:10:14 \n",
      "Ep.:  56730, Loss: 4.106, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  22.00 Time: 58:10:50 \n",
      "Ep.:  56740, Loss: 6.555, Avg.Score: 217.00, Avg.LenOfSnake: 13.23, Max.LenOfSnake:  25.00 Time: 58:11:27 \n",
      "Ep.:  56750, Loss: 6.317, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  26.00 Time: 58:12:06 \n",
      "Ep.:  56760, Loss: 5.515, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  28.00 Time: 58:12:44 \n",
      "Ep.:  56770, Loss: 5.201, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  22.00 Time: 58:13:20 \n",
      "Ep.:  56780, Loss: 5.044, Avg.Score: 199.00, Avg.LenOfSnake: 12.63, Max.LenOfSnake:  37.00 Time: 58:13:58 \n",
      "Ep.:  56790, Loss: 6.428, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 58:14:32 \n",
      "Ep.:  56800, Loss: 5.512, Avg.Score: 177.00, Avg.LenOfSnake: 11.90, Max.LenOfSnake:  27.00 Time: 58:15:07 \n",
      "Ep.:  56810, Loss: 5.162, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  30.00 Time: 58:15:45 \n",
      "Ep.:  56820, Loss: 6.022, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  22.00 Time: 58:16:21 \n",
      "Ep.:  56830, Loss: 5.538, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  32.00 Time: 58:16:57 \n",
      "Ep.:  56840, Loss: 5.427, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  31.00 Time: 58:17:33 \n",
      "Ep.:  56850, Loss: 4.314, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  28.00 Time: 58:18:12 \n",
      "Ep.:  56860, Loss: 4.766, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  28.00 Time: 58:18:49 \n",
      "Ep.:  56870, Loss: 5.811, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  31.00 Time: 58:19:25 \n",
      "Ep.:  56880, Loss: 5.378, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  29.00 Time: 58:20:02 \n",
      "Ep.:  56890, Loss: 5.156, Avg.Score: 196.00, Avg.LenOfSnake: 12.53, Max.LenOfSnake:  21.00 Time: 58:20:38 \n",
      "Ep.:  56900, Loss: 6.097, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  35.00 Time: 58:21:17 \n",
      "Ep.:  56910, Loss: 5.486, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  29.00 Time: 58:21:54 \n",
      "Ep.:  56920, Loss: 5.907, Avg.Score: 327.00, Avg.LenOfSnake: 16.90, Max.LenOfSnake:  32.00 Time: 58:22:32 \n",
      "Ep.:  56930, Loss: 6.881, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  34.00 Time: 58:23:10 \n",
      "Ep.:  56940, Loss: 5.462, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 58:23:47 \n",
      "Ep.:  56950, Loss: 5.741, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  28.00 Time: 58:24:25 \n",
      "Ep.:  56960, Loss: 5.890, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  28.00 Time: 58:24:59 \n",
      "Ep.:  56970, Loss: 5.797, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  33.00 Time: 58:25:38 \n",
      "Ep.:  56980, Loss: 4.806, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  30.00 Time: 58:26:14 \n",
      "Ep.:  56990, Loss: 4.935, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  26.00 Time: 58:26:51 \n",
      "Ep.:  57000, Loss: 4.736, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  23.00 Time: 58:27:28 \n",
      "Ep.:  57010, Loss: 4.733, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  28.00 Time: 58:28:05 \n",
      "Ep.:  57020, Loss: 4.950, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  34.00 Time: 58:28:41 \n",
      "Ep.:  57030, Loss: 5.689, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  24.00 Time: 58:29:20 \n",
      "Ep.:  57040, Loss: 5.523, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  25.00 Time: 58:29:59 \n",
      "Ep.:  57050, Loss: 6.799, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 58:30:36 \n",
      "Ep.:  57060, Loss: 4.472, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  33.00 Time: 58:31:15 \n",
      "Ep.:  57070, Loss: 4.133, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 58:31:52 \n",
      "Ep.:  57080, Loss: 5.483, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  27.00 Time: 58:32:30 \n",
      "Ep.:  57090, Loss: 5.837, Avg.Score: 234.00, Avg.LenOfSnake: 13.80, Max.LenOfSnake:  30.00 Time: 58:33:05 \n",
      "Ep.:  57100, Loss: 5.138, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  25.00 Time: 58:33:42 \n",
      "Ep.:  57110, Loss: 6.274, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  29.00 Time: 58:34:20 \n",
      "Ep.:  57120, Loss: 6.206, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  32.00 Time: 58:34:57 \n",
      "Ep.:  57130, Loss: 5.718, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  23.00 Time: 58:35:33 \n",
      "Ep.:  57140, Loss: 6.070, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  27.00 Time: 58:36:09 \n",
      "Ep.:  57150, Loss: 4.308, Avg.Score: 320.00, Avg.LenOfSnake: 16.67, Max.LenOfSnake:  31.00 Time: 58:36:48 \n",
      "Ep.:  57160, Loss: 5.535, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 58:37:24 \n",
      "Ep.:  57170, Loss: 5.291, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  25.00 Time: 58:38:01 \n",
      "Ep.:  57180, Loss: 5.815, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  32.00 Time: 58:38:36 \n",
      "Ep.:  57190, Loss: 4.635, Avg.Score: 321.00, Avg.LenOfSnake: 16.70, Max.LenOfSnake:  27.00 Time: 58:39:13 \n",
      "Ep.:  57200, Loss: 5.200, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  25.00 Time: 58:39:50 \n",
      "Ep.:  57210, Loss: 4.812, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  29.00 Time: 58:40:26 \n",
      "Ep.:  57220, Loss: 4.924, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  30.00 Time: 58:41:05 \n",
      "Ep.:  57230, Loss: 5.571, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  30.00 Time: 58:41:41 \n",
      "Ep.:  57240, Loss: 4.033, Avg.Score: 326.00, Avg.LenOfSnake: 16.87, Max.LenOfSnake:  31.00 Time: 58:42:20 \n",
      "Ep.:  57250, Loss: 5.427, Avg.Score: 332.00, Avg.LenOfSnake: 17.07, Max.LenOfSnake:  34.00 Time: 58:42:55 \n",
      "Ep.:  57260, Loss: 4.446, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  30.00 Time: 58:43:32 \n",
      "Ep.:  57270, Loss: 5.848, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 58:44:09 \n",
      "Ep.:  57280, Loss: 4.808, Avg.Score: 269.00, Avg.LenOfSnake: 14.97, Max.LenOfSnake:  33.00 Time: 58:44:46 \n",
      "Ep.:  57290, Loss: 5.954, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 58:45:22 \n",
      "Ep.:  57300, Loss: 5.077, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  28.00 Time: 58:45:58 \n",
      "Ep.:  57310, Loss: 4.469, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  37.00 Time: 58:46:36 \n",
      "Ep.:  57320, Loss: 5.986, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  29.00 Time: 58:47:13 \n",
      "Ep.:  57330, Loss: 5.859, Avg.Score: 190.00, Avg.LenOfSnake: 12.33, Max.LenOfSnake:  27.00 Time: 58:47:51 \n",
      "Ep.:  57340, Loss: 4.987, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  31.00 Time: 58:48:28 \n",
      "Ep.:  57350, Loss: 5.270, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  24.00 Time: 58:49:04 \n",
      "Ep.:  57360, Loss: 6.322, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  31.00 Time: 58:49:40 \n",
      "Ep.:  57370, Loss: 4.835, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  29.00 Time: 58:50:15 \n",
      "Ep.:  57380, Loss: 4.336, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  32.00 Time: 58:50:53 \n",
      "Ep.:  57390, Loss: 4.733, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 58:51:28 \n",
      "Ep.:  57400, Loss: 4.501, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  27.00 Time: 58:52:05 \n",
      "Ep.:  57410, Loss: 6.852, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  26.00 Time: 58:52:41 \n",
      "Ep.:  57420, Loss: 5.173, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  27.00 Time: 58:53:19 \n",
      "Ep.:  57430, Loss: 5.353, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 58:53:57 \n",
      "Ep.:  57440, Loss: 5.794, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  31.00 Time: 58:54:36 \n",
      "Ep.:  57450, Loss: 5.422, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  24.00 Time: 58:55:15 \n",
      "Ep.:  57460, Loss: 5.001, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  27.00 Time: 58:55:53 \n",
      "Ep.:  57470, Loss: 5.365, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  30.00 Time: 58:56:30 \n",
      "Ep.:  57480, Loss: 5.090, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  29.00 Time: 58:57:08 \n",
      "Ep.:  57490, Loss: 6.171, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  24.00 Time: 58:57:46 \n",
      "Ep.:  57500, Loss: 5.530, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  28.00 Time: 58:58:23 \n",
      "Ep.:  57510, Loss: 4.792, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  25.00 Time: 58:59:01 \n",
      "Ep.:  57520, Loss: 5.772, Avg.Score: 208.00, Avg.LenOfSnake: 12.93, Max.LenOfSnake:  25.00 Time: 58:59:38 \n",
      "Ep.:  57530, Loss: 6.022, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  30.00 Time: 59:00:18 \n",
      "Ep.:  57540, Loss: 5.166, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  35.00 Time: 59:00:55 \n",
      "Ep.:  57550, Loss: 5.869, Avg.Score: 285.00, Avg.LenOfSnake: 15.50, Max.LenOfSnake:  30.00 Time: 59:01:34 \n",
      "Ep.:  57560, Loss: 5.676, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  26.00 Time: 59:02:11 \n",
      "Ep.:  57570, Loss: 5.343, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  26.00 Time: 59:02:46 \n",
      "Ep.:  57580, Loss: 5.720, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  28.00 Time: 59:03:24 \n",
      "Ep.:  57590, Loss: 5.466, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  29.00 Time: 59:04:01 \n",
      "Ep.:  57600, Loss: 4.476, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 59:04:38 \n",
      "Ep.:  57610, Loss: 4.423, Avg.Score: 207.00, Avg.LenOfSnake: 12.90, Max.LenOfSnake:  27.00 Time: 59:05:14 \n",
      "Ep.:  57620, Loss: 4.789, Avg.Score: 292.00, Avg.LenOfSnake: 15.73, Max.LenOfSnake:  33.00 Time: 59:05:51 \n",
      "Ep.:  57630, Loss: 4.739, Avg.Score: 203.00, Avg.LenOfSnake: 12.77, Max.LenOfSnake:  30.00 Time: 59:06:26 \n",
      "Ep.:  57640, Loss: 5.351, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  31.00 Time: 59:07:04 \n",
      "Ep.:  57650, Loss: 5.308, Avg.Score: 325.00, Avg.LenOfSnake: 16.83, Max.LenOfSnake:  32.00 Time: 59:07:43 \n",
      "Ep.:  57660, Loss: 4.833, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 59:08:18 \n",
      "Ep.:  57670, Loss: 5.094, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  29.00 Time: 59:08:58 \n",
      "Ep.:  57680, Loss: 5.193, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  33.00 Time: 59:09:35 \n",
      "Ep.:  57690, Loss: 4.548, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  23.00 Time: 59:10:10 \n",
      "Ep.:  57700, Loss: 5.219, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  31.00 Time: 59:10:49 \n",
      "Ep.:  57710, Loss: 5.848, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  25.00 Time: 59:11:26 \n",
      "Ep.:  57720, Loss: 4.524, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  38.00 Time: 59:12:03 \n",
      "Ep.:  57730, Loss: 6.315, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 59:12:39 \n",
      "Ep.:  57740, Loss: 4.950, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  26.00 Time: 59:13:15 \n",
      "Ep.:  57750, Loss: 5.283, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 59:13:52 \n",
      "Ep.:  57760, Loss: 4.293, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  29.00 Time: 59:14:29 \n",
      "Ep.:  57770, Loss: 5.931, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  29.00 Time: 59:15:06 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  57780, Loss: 5.654, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  29.00 Time: 59:15:42 \n",
      "Ep.:  57790, Loss: 4.831, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  33.00 Time: 59:16:18 \n",
      "Ep.:  57800, Loss: 6.406, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  28.00 Time: 59:16:53 \n",
      "Ep.:  57810, Loss: 5.136, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 59:17:32 \n",
      "Ep.:  57820, Loss: 5.371, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  25.00 Time: 59:18:08 \n",
      "Ep.:  57830, Loss: 5.845, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  24.00 Time: 59:18:46 \n",
      "Ep.:  57840, Loss: 5.561, Avg.Score: 226.00, Avg.LenOfSnake: 13.53, Max.LenOfSnake:  29.00 Time: 59:19:22 \n",
      "Ep.:  57850, Loss: 5.094, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  27.00 Time: 59:19:59 \n",
      "Ep.:  57860, Loss: 5.502, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  30.00 Time: 59:20:37 \n",
      "Ep.:  57870, Loss: 4.580, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  28.00 Time: 59:21:13 \n",
      "Ep.:  57880, Loss: 5.902, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 59:21:49 \n",
      "Ep.:  57890, Loss: 5.759, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 59:22:28 \n",
      "Ep.:  57900, Loss: 6.141, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  34.00 Time: 59:23:02 \n",
      "Ep.:  57910, Loss: 4.563, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 59:23:40 \n",
      "Ep.:  57920, Loss: 5.329, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 59:24:18 \n",
      "Ep.:  57930, Loss: 4.498, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  25.00 Time: 59:24:57 \n",
      "Ep.:  57940, Loss: 4.553, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  34.00 Time: 59:25:34 \n",
      "Ep.:  57950, Loss: 4.567, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  23.00 Time: 59:26:12 \n",
      "Ep.:  57960, Loss: 4.823, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  40.00 Time: 59:26:49 \n",
      "Ep.:  57970, Loss: 6.545, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  32.00 Time: 59:27:27 \n",
      "Ep.:  57980, Loss: 3.814, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  35.00 Time: 59:28:06 \n",
      "Ep.:  57990, Loss: 4.281, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  34.00 Time: 59:28:45 \n",
      "Ep.:  58000, Loss: 5.827, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  26.00 Time: 59:29:21 \n",
      "Ep.:  58010, Loss: 6.943, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  25.00 Time: 59:29:58 \n",
      "Ep.:  58020, Loss: 5.557, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  25.00 Time: 59:30:36 \n",
      "Ep.:  58030, Loss: 4.927, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 59:31:10 \n",
      "Ep.:  58040, Loss: 5.254, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  30.00 Time: 59:31:46 \n",
      "Ep.:  58050, Loss: 4.757, Avg.Score: 329.00, Avg.LenOfSnake: 16.97, Max.LenOfSnake:  29.00 Time: 59:32:25 \n",
      "Ep.:  58060, Loss: 4.684, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 59:33:00 \n",
      "Ep.:  58070, Loss: 4.431, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  31.00 Time: 59:33:35 \n",
      "Ep.:  58080, Loss: 5.024, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  30.00 Time: 59:34:12 \n",
      "Ep.:  58090, Loss: 5.393, Avg.Score: 287.00, Avg.LenOfSnake: 15.57, Max.LenOfSnake:  27.00 Time: 59:34:50 \n",
      "Ep.:  58100, Loss: 5.270, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  21.00 Time: 59:35:25 \n",
      "Ep.:  58110, Loss: 6.025, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  27.00 Time: 59:36:01 \n",
      "Ep.:  58120, Loss: 4.778, Avg.Score: 229.00, Avg.LenOfSnake: 13.63, Max.LenOfSnake:  28.00 Time: 59:36:39 \n",
      "Ep.:  58130, Loss: 5.619, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  30.00 Time: 59:37:16 \n",
      "Ep.:  58140, Loss: 5.736, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  30.00 Time: 59:37:52 \n",
      "Ep.:  58150, Loss: 5.374, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  26.00 Time: 59:38:30 \n",
      "Ep.:  58160, Loss: 5.777, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  30.00 Time: 59:39:09 \n",
      "Ep.:  58170, Loss: 5.001, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  25.00 Time: 59:39:45 \n",
      "Ep.:  58180, Loss: 5.273, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  28.00 Time: 59:40:22 \n",
      "Ep.:  58190, Loss: 5.051, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  26.00 Time: 59:40:59 \n",
      "Ep.:  58200, Loss: 5.721, Avg.Score: 333.00, Avg.LenOfSnake: 17.10, Max.LenOfSnake:  29.00 Time: 59:41:37 \n",
      "Ep.:  58210, Loss: 4.366, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  28.00 Time: 59:42:16 \n",
      "Ep.:  58220, Loss: 3.708, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  32.00 Time: 59:42:54 \n",
      "Ep.:  58230, Loss: 4.908, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  31.00 Time: 59:43:31 \n",
      "Ep.:  58240, Loss: 5.469, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  25.00 Time: 59:44:08 \n",
      "Ep.:  58250, Loss: 4.502, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 59:44:44 \n",
      "Ep.:  58260, Loss: 6.103, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  30.00 Time: 59:45:20 \n",
      "Ep.:  58270, Loss: 4.283, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 59:45:59 \n",
      "Ep.:  58280, Loss: 6.338, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  26.00 Time: 59:46:34 \n",
      "Ep.:  58290, Loss: 5.516, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  28.00 Time: 59:47:11 \n",
      "Ep.:  58300, Loss: 4.874, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  29.00 Time: 59:47:48 \n",
      "Ep.:  58310, Loss: 4.522, Avg.Score: 281.00, Avg.LenOfSnake: 15.37, Max.LenOfSnake:  32.00 Time: 59:48:25 \n",
      "Ep.:  58320, Loss: 5.716, Avg.Score: 206.00, Avg.LenOfSnake: 12.87, Max.LenOfSnake:  26.00 Time: 59:49:04 \n",
      "Ep.:  58330, Loss: 3.867, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  29.00 Time: 59:49:39 \n",
      "Ep.:  58340, Loss: 4.252, Avg.Score: 291.00, Avg.LenOfSnake: 15.70, Max.LenOfSnake:  30.00 Time: 59:50:18 \n",
      "Ep.:  58350, Loss: 4.913, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  27.00 Time: 59:50:57 \n",
      "Ep.:  58360, Loss: 5.717, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  36.00 Time: 59:51:33 \n",
      "Ep.:  58370, Loss: 5.312, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 59:52:10 \n",
      "Ep.:  58380, Loss: 5.246, Avg.Score: 247.00, Avg.LenOfSnake: 14.23, Max.LenOfSnake:  25.00 Time: 59:52:47 \n",
      "Ep.:  58390, Loss: 5.850, Avg.Score: 299.00, Avg.LenOfSnake: 15.97, Max.LenOfSnake:  35.00 Time: 59:53:24 \n",
      "Ep.:  58400, Loss: 5.727, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  31.00 Time: 59:54:01 \n",
      "Ep.:  58410, Loss: 6.022, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  34.00 Time: 59:54:37 \n",
      "Ep.:  58420, Loss: 6.366, Avg.Score: 265.00, Avg.LenOfSnake: 14.83, Max.LenOfSnake:  23.00 Time: 59:55:15 \n",
      "Ep.:  58430, Loss: 6.388, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  26.00 Time: 59:55:50 \n",
      "Ep.:  58440, Loss: 6.058, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  28.00 Time: 59:56:27 \n",
      "Ep.:  58450, Loss: 5.875, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  27.00 Time: 59:57:05 \n",
      "Ep.:  58460, Loss: 5.384, Avg.Score: 259.00, Avg.LenOfSnake: 14.63, Max.LenOfSnake:  32.00 Time: 59:57:42 \n",
      "Ep.:  58470, Loss: 6.053, Avg.Score: 205.00, Avg.LenOfSnake: 12.83, Max.LenOfSnake:  39.00 Time: 59:58:22 \n",
      "Ep.:  58480, Loss: 5.713, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 59:58:58 \n",
      "Ep.:  58490, Loss: 5.110, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  26.00 Time: 59:59:35 \n",
      "Ep.:  58500, Loss: 4.403, Avg.Score: 227.00, Avg.LenOfSnake: 13.57, Max.LenOfSnake:  27.00 Time: 60:00:10 \n",
      "Ep.:  58510, Loss: 4.676, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  28.00 Time: 60:00:47 \n",
      "Ep.:  58520, Loss: 4.340, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 60:01:24 \n",
      "Ep.:  58530, Loss: 3.881, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  26.00 Time: 60:01:59 \n",
      "Ep.:  58540, Loss: 5.212, Avg.Score: 289.00, Avg.LenOfSnake: 15.63, Max.LenOfSnake:  31.00 Time: 60:02:35 \n",
      "Ep.:  58550, Loss: 6.151, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  31.00 Time: 60:03:09 \n",
      "Ep.:  58560, Loss: 6.022, Avg.Score: 215.00, Avg.LenOfSnake: 13.17, Max.LenOfSnake:  29.00 Time: 60:03:47 \n",
      "Ep.:  58570, Loss: 5.875, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  28.00 Time: 60:04:23 \n",
      "Ep.:  58580, Loss: 4.719, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  26.00 Time: 60:05:00 \n",
      "Ep.:  58590, Loss: 6.775, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  29.00 Time: 60:05:39 \n",
      "Ep.:  58600, Loss: 4.942, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 60:06:18 \n",
      "Ep.:  58610, Loss: 5.137, Avg.Score: 324.00, Avg.LenOfSnake: 16.80, Max.LenOfSnake:  30.00 Time: 60:06:54 \n",
      "Ep.:  58620, Loss: 4.552, Avg.Score: 284.00, Avg.LenOfSnake: 15.47, Max.LenOfSnake:  30.00 Time: 60:07:33 \n",
      "Ep.:  58630, Loss: 5.210, Avg.Score: 222.00, Avg.LenOfSnake: 13.40, Max.LenOfSnake:  26.00 Time: 60:08:10 \n",
      "Ep.:  58640, Loss: 4.272, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  25.00 Time: 60:08:47 \n",
      "Ep.:  58650, Loss: 5.015, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  30.00 Time: 60:09:25 \n",
      "Ep.:  58660, Loss: 5.375, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  30.00 Time: 60:10:02 \n",
      "Ep.:  58670, Loss: 4.790, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  44.00 Time: 60:10:39 \n",
      "Ep.:  58680, Loss: 4.285, Avg.Score: 224.00, Avg.LenOfSnake: 13.47, Max.LenOfSnake:  38.00 Time: 60:11:18 \n",
      "Ep.:  58690, Loss: 4.422, Avg.Score: 313.00, Avg.LenOfSnake: 16.43, Max.LenOfSnake:  29.00 Time: 60:11:55 \n",
      "Ep.:  58700, Loss: 5.892, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  25.00 Time: 60:12:36 \n",
      "Ep.:  58710, Loss: 5.231, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  27.00 Time: 60:13:14 \n",
      "Ep.:  58720, Loss: 6.032, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  32.00 Time: 60:13:51 \n",
      "Ep.:  58730, Loss: 4.602, Avg.Score: 211.00, Avg.LenOfSnake: 13.03, Max.LenOfSnake:  24.00 Time: 60:14:26 \n",
      "Ep.:  58740, Loss: 6.392, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  24.00 Time: 60:15:04 \n",
      "Ep.:  58750, Loss: 6.124, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 60:15:41 \n",
      "Ep.:  58760, Loss: 4.529, Avg.Score: 286.00, Avg.LenOfSnake: 15.53, Max.LenOfSnake:  30.00 Time: 60:16:20 \n",
      "Ep.:  58770, Loss: 4.941, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  29.00 Time: 60:16:59 \n",
      "Ep.:  58780, Loss: 4.868, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  28.00 Time: 60:17:37 \n",
      "Ep.:  58790, Loss: 5.417, Avg.Score: 277.00, Avg.LenOfSnake: 15.23, Max.LenOfSnake:  26.00 Time: 60:18:14 \n",
      "Ep.:  58800, Loss: 7.369, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  24.00 Time: 60:18:51 \n",
      "Ep.:  58810, Loss: 5.607, Avg.Score: 171.00, Avg.LenOfSnake: 11.70, Max.LenOfSnake:  28.00 Time: 60:19:27 \n",
      "Ep.:  58820, Loss: 5.429, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  30.00 Time: 60:20:02 \n",
      "Ep.:  58830, Loss: 6.344, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  23.00 Time: 60:20:42 \n",
      "Ep.:  58840, Loss: 7.884, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  27.00 Time: 60:21:19 \n",
      "Ep.:  58850, Loss: 4.966, Avg.Score: 266.00, Avg.LenOfSnake: 14.87, Max.LenOfSnake:  24.00 Time: 60:21:57 \n",
      "Ep.:  58860, Loss: 4.366, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  26.00 Time: 60:22:34 \n",
      "Ep.:  58870, Loss: 5.896, Avg.Score: 268.00, Avg.LenOfSnake: 14.93, Max.LenOfSnake:  27.00 Time: 60:23:13 \n",
      "Ep.:  58880, Loss: 5.589, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  27.00 Time: 60:23:51 \n",
      "Ep.:  58890, Loss: 5.943, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  29.00 Time: 60:24:27 \n",
      "Ep.:  58900, Loss: 5.465, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  28.00 Time: 60:25:02 \n",
      "Ep.:  58910, Loss: 6.363, Avg.Score: 238.00, Avg.LenOfSnake: 13.93, Max.LenOfSnake:  23.00 Time: 60:25:39 \n",
      "Ep.:  58920, Loss: 6.519, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  24.00 Time: 60:26:15 \n",
      "Ep.:  58930, Loss: 5.757, Avg.Score: 231.00, Avg.LenOfSnake: 13.70, Max.LenOfSnake:  30.00 Time: 60:26:51 \n",
      "Ep.:  58940, Loss: 5.959, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  33.00 Time: 60:27:30 \n",
      "Ep.:  58950, Loss: 5.888, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  28.00 Time: 60:28:09 \n",
      "Ep.:  58960, Loss: 5.574, Avg.Score: 267.00, Avg.LenOfSnake: 14.90, Max.LenOfSnake:  30.00 Time: 60:28:45 \n",
      "Ep.:  58970, Loss: 5.719, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  28.00 Time: 60:29:24 \n",
      "Ep.:  58980, Loss: 5.258, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  28.00 Time: 60:30:05 \n",
      "Ep.:  58990, Loss: 6.699, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  26.00 Time: 60:30:43 \n",
      "Ep.:  59000, Loss: 6.078, Avg.Score: 276.00, Avg.LenOfSnake: 15.20, Max.LenOfSnake:  36.00 Time: 60:31:19 \n",
      "Ep.:  59010, Loss: 6.178, Avg.Score: 213.00, Avg.LenOfSnake: 13.10, Max.LenOfSnake:  29.00 Time: 60:31:57 \n",
      "Ep.:  59020, Loss: 5.369, Avg.Score: 300.00, Avg.LenOfSnake: 16.00, Max.LenOfSnake:  30.00 Time: 60:32:35 \n",
      "Ep.:  59030, Loss: 5.376, Avg.Score: 195.00, Avg.LenOfSnake: 12.50, Max.LenOfSnake:  33.00 Time: 60:33:13 \n",
      "Ep.:  59040, Loss: 6.190, Avg.Score: 274.00, Avg.LenOfSnake: 15.13, Max.LenOfSnake:  37.00 Time: 60:33:50 \n",
      "Ep.:  59050, Loss: 4.222, Avg.Score: 258.00, Avg.LenOfSnake: 14.60, Max.LenOfSnake:  36.00 Time: 60:34:29 \n",
      "Ep.:  59060, Loss: 5.078, Avg.Score: 219.00, Avg.LenOfSnake: 13.30, Max.LenOfSnake:  25.00 Time: 60:35:06 \n",
      "Ep.:  59070, Loss: 4.947, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  36.00 Time: 60:35:45 \n",
      "Ep.:  59080, Loss: 4.819, Avg.Score: 305.00, Avg.LenOfSnake: 16.17, Max.LenOfSnake:  36.00 Time: 60:36:24 \n",
      "Ep.:  59090, Loss: 5.039, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  34.00 Time: 60:37:01 \n",
      "Ep.:  59100, Loss: 4.726, Avg.Score: 186.00, Avg.LenOfSnake: 12.20, Max.LenOfSnake:  28.00 Time: 60:37:40 \n",
      "Ep.:  59110, Loss: 4.748, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 60:38:17 \n",
      "Ep.:  59120, Loss: 5.328, Avg.Score: 310.00, Avg.LenOfSnake: 16.33, Max.LenOfSnake:  30.00 Time: 60:38:54 \n",
      "Ep.:  59130, Loss: 4.114, Avg.Score: 263.00, Avg.LenOfSnake: 14.77, Max.LenOfSnake:  26.00 Time: 60:39:30 \n",
      "Ep.:  59140, Loss: 4.829, Avg.Score: 311.00, Avg.LenOfSnake: 16.37, Max.LenOfSnake:  28.00 Time: 60:40:07 \n",
      "Ep.:  59150, Loss: 4.792, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 60:40:45 \n",
      "Ep.:  59160, Loss: 5.239, Avg.Score: 216.00, Avg.LenOfSnake: 13.20, Max.LenOfSnake:  24.00 Time: 60:41:22 \n",
      "Ep.:  59170, Loss: 5.644, Avg.Score: 261.00, Avg.LenOfSnake: 14.70, Max.LenOfSnake:  26.00 Time: 60:41:57 \n",
      "Ep.:  59180, Loss: 6.364, Avg.Score: 282.00, Avg.LenOfSnake: 15.40, Max.LenOfSnake:  26.00 Time: 60:42:34 \n",
      "Ep.:  59190, Loss: 4.916, Avg.Score: 279.00, Avg.LenOfSnake: 15.30, Max.LenOfSnake:  28.00 Time: 60:43:11 \n",
      "Ep.:  59200, Loss: 4.871, Avg.Score: 278.00, Avg.LenOfSnake: 15.27, Max.LenOfSnake:  30.00 Time: 60:43:48 \n",
      "Ep.:  59210, Loss: 5.860, Avg.Score: 237.00, Avg.LenOfSnake: 13.90, Max.LenOfSnake:  33.00 Time: 60:44:24 \n",
      "Ep.:  59220, Loss: 6.449, Avg.Score: 294.00, Avg.LenOfSnake: 15.80, Max.LenOfSnake:  32.00 Time: 60:45:01 \n",
      "Ep.:  59230, Loss: 4.539, Avg.Score: 236.00, Avg.LenOfSnake: 13.87, Max.LenOfSnake:  31.00 Time: 60:45:39 \n",
      "Ep.:  59240, Loss: 6.141, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  27.00 Time: 60:46:17 \n",
      "Ep.:  59250, Loss: 5.029, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  25.00 Time: 60:46:57 \n",
      "Ep.:  59260, Loss: 6.150, Avg.Score: 246.00, Avg.LenOfSnake: 14.20, Max.LenOfSnake:  26.00 Time: 60:47:33 \n",
      "Ep.:  59270, Loss: 4.750, Avg.Score: 301.00, Avg.LenOfSnake: 16.03, Max.LenOfSnake:  28.00 Time: 60:48:13 \n",
      "Ep.:  59280, Loss: 5.883, Avg.Score: 275.00, Avg.LenOfSnake: 15.17, Max.LenOfSnake:  33.00 Time: 60:48:53 \n",
      "Ep.:  59290, Loss: 5.897, Avg.Score: 296.00, Avg.LenOfSnake: 15.87, Max.LenOfSnake:  34.00 Time: 60:49:29 \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ep.:  59300, Loss: 5.237, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  30.00 Time: 60:50:07 \n",
      "Ep.:  59310, Loss: 4.455, Avg.Score: 307.00, Avg.LenOfSnake: 16.23, Max.LenOfSnake:  36.00 Time: 60:50:48 \n",
      "Ep.:  59320, Loss: 6.722, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  29.00 Time: 60:51:23 \n",
      "Ep.:  59330, Loss: 5.469, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  25.00 Time: 60:52:00 \n",
      "Ep.:  59340, Loss: 5.575, Avg.Score: 198.00, Avg.LenOfSnake: 12.60, Max.LenOfSnake:  29.00 Time: 60:52:36 \n",
      "Ep.:  59350, Loss: 5.850, Avg.Score: 304.00, Avg.LenOfSnake: 16.13, Max.LenOfSnake:  30.00 Time: 60:53:13 \n",
      "Ep.:  59360, Loss: 4.855, Avg.Score: 334.00, Avg.LenOfSnake: 17.13, Max.LenOfSnake:  36.00 Time: 60:53:49 \n",
      "Ep.:  59370, Loss: 4.987, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  39.00 Time: 60:54:24 \n",
      "Ep.:  59380, Loss: 5.954, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 60:54:59 \n",
      "Ep.:  59390, Loss: 4.895, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  29.00 Time: 60:55:36 \n",
      "Ep.:  59400, Loss: 5.961, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  30.00 Time: 60:56:14 \n",
      "Ep.:  59410, Loss: 4.031, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  32.00 Time: 60:56:54 \n",
      "Ep.:  59420, Loss: 5.091, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  32.00 Time: 60:57:35 \n",
      "Ep.:  59430, Loss: 5.662, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  25.00 Time: 60:58:13 \n",
      "Ep.:  59440, Loss: 4.624, Avg.Score: 197.00, Avg.LenOfSnake: 12.57, Max.LenOfSnake:  30.00 Time: 60:58:50 \n",
      "Ep.:  59450, Loss: 5.717, Avg.Score: 253.00, Avg.LenOfSnake: 14.43, Max.LenOfSnake:  33.00 Time: 60:59:30 \n",
      "Ep.:  59460, Loss: 5.072, Avg.Score: 242.00, Avg.LenOfSnake: 14.07, Max.LenOfSnake:  25.00 Time: 61:00:05 \n",
      "Ep.:  59470, Loss: 5.828, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  29.00 Time: 61:00:41 \n",
      "Ep.:  59480, Loss: 5.070, Avg.Score: 249.00, Avg.LenOfSnake: 14.30, Max.LenOfSnake:  24.00 Time: 61:01:17 \n",
      "Ep.:  59490, Loss: 6.166, Avg.Score: 264.00, Avg.LenOfSnake: 14.80, Max.LenOfSnake:  29.00 Time: 61:01:51 \n",
      "Ep.:  59500, Loss: 5.802, Avg.Score: 257.00, Avg.LenOfSnake: 14.57, Max.LenOfSnake:  29.00 Time: 61:02:27 \n",
      "Ep.:  59510, Loss: 5.347, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  26.00 Time: 61:03:07 \n",
      "Ep.:  59520, Loss: 6.780, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  28.00 Time: 61:03:45 \n",
      "Ep.:  59530, Loss: 4.473, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  25.00 Time: 61:04:24 \n",
      "Ep.:  59540, Loss: 4.926, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  33.00 Time: 61:05:01 \n",
      "Ep.:  59550, Loss: 4.421, Avg.Score: 174.00, Avg.LenOfSnake: 11.80, Max.LenOfSnake:  22.00 Time: 61:05:36 \n",
      "Ep.:  59560, Loss: 5.108, Avg.Score: 315.00, Avg.LenOfSnake: 16.50, Max.LenOfSnake:  30.00 Time: 61:06:14 \n",
      "Ep.:  59570, Loss: 5.401, Avg.Score: 218.00, Avg.LenOfSnake: 13.27, Max.LenOfSnake:  24.00 Time: 61:06:52 \n",
      "Ep.:  59580, Loss: 5.106, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  29.00 Time: 61:07:29 \n",
      "Ep.:  59590, Loss: 5.168, Avg.Score: 191.00, Avg.LenOfSnake: 12.37, Max.LenOfSnake:  21.00 Time: 61:08:06 \n",
      "Ep.:  59600, Loss: 5.543, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  34.00 Time: 61:08:44 \n",
      "Ep.:  59610, Loss: 6.079, Avg.Score: 254.00, Avg.LenOfSnake: 14.47, Max.LenOfSnake:  27.00 Time: 61:09:20 \n",
      "Ep.:  59620, Loss: 4.808, Avg.Score: 250.00, Avg.LenOfSnake: 14.33, Max.LenOfSnake:  26.00 Time: 61:09:58 \n",
      "Ep.:  59630, Loss: 5.744, Avg.Score: 232.00, Avg.LenOfSnake: 13.73, Max.LenOfSnake:  26.00 Time: 61:10:33 \n",
      "Ep.:  59640, Loss: 6.008, Avg.Score: 239.00, Avg.LenOfSnake: 13.97, Max.LenOfSnake:  26.00 Time: 61:11:10 \n",
      "Ep.:  59650, Loss: 4.227, Avg.Score: 230.00, Avg.LenOfSnake: 13.67, Max.LenOfSnake:  30.00 Time: 61:11:49 \n",
      "Ep.:  59660, Loss: 4.629, Avg.Score: 243.00, Avg.LenOfSnake: 14.10, Max.LenOfSnake:  28.00 Time: 61:12:28 \n",
      "Ep.:  59670, Loss: 5.148, Avg.Score: 200.00, Avg.LenOfSnake: 12.67, Max.LenOfSnake:  26.00 Time: 61:13:05 \n",
      "Ep.:  59680, Loss: 5.583, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  30.00 Time: 61:13:42 \n",
      "Ep.:  59690, Loss: 4.245, Avg.Score: 298.00, Avg.LenOfSnake: 15.93, Max.LenOfSnake:  29.00 Time: 61:14:18 \n",
      "Ep.:  59700, Loss: 5.188, Avg.Score: 262.00, Avg.LenOfSnake: 14.73, Max.LenOfSnake:  28.00 Time: 61:14:57 \n",
      "Ep.:  59710, Loss: 5.287, Avg.Score: 228.00, Avg.LenOfSnake: 13.60, Max.LenOfSnake:  26.00 Time: 61:15:34 \n",
      "Ep.:  59720, Loss: 5.894, Avg.Score: 193.00, Avg.LenOfSnake: 12.43, Max.LenOfSnake:  30.00 Time: 61:16:11 \n",
      "Ep.:  59730, Loss: 4.573, Avg.Score: 233.00, Avg.LenOfSnake: 13.77, Max.LenOfSnake:  27.00 Time: 61:16:48 \n",
      "Ep.:  59740, Loss: 4.831, Avg.Score: 273.00, Avg.LenOfSnake: 15.10, Max.LenOfSnake:  27.00 Time: 61:17:24 \n",
      "Ep.:  59750, Loss: 6.493, Avg.Score: 160.00, Avg.LenOfSnake: 11.33, Max.LenOfSnake:  26.00 Time: 61:18:01 \n",
      "Ep.:  59760, Loss: 4.441, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  26.00 Time: 61:18:35 \n",
      "Ep.:  59770, Loss: 6.524, Avg.Score: 225.00, Avg.LenOfSnake: 13.50, Max.LenOfSnake:  24.00 Time: 61:19:12 \n",
      "Ep.:  59780, Loss: 4.632, Avg.Score: 297.00, Avg.LenOfSnake: 15.90, Max.LenOfSnake:  28.00 Time: 61:19:51 \n",
      "Ep.:  59790, Loss: 6.177, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  31.00 Time: 61:20:26 \n",
      "Ep.:  59800, Loss: 4.350, Avg.Score: 241.00, Avg.LenOfSnake: 14.03, Max.LenOfSnake:  26.00 Time: 61:21:04 \n",
      "Ep.:  59810, Loss: 5.884, Avg.Score: 248.00, Avg.LenOfSnake: 14.27, Max.LenOfSnake:  27.00 Time: 61:21:41 \n",
      "Ep.:  59820, Loss: 5.458, Avg.Score: 280.00, Avg.LenOfSnake: 15.33, Max.LenOfSnake:  28.00 Time: 61:22:18 \n",
      "Ep.:  59830, Loss: 3.962, Avg.Score: 214.00, Avg.LenOfSnake: 13.13, Max.LenOfSnake:  25.00 Time: 61:22:56 \n",
      "Ep.:  59840, Loss: 5.602, Avg.Score: 245.00, Avg.LenOfSnake: 14.17, Max.LenOfSnake:  25.00 Time: 61:23:34 \n",
      "Ep.:  59850, Loss: 6.245, Avg.Score: 244.00, Avg.LenOfSnake: 14.13, Max.LenOfSnake:  25.00 Time: 61:24:10 \n",
      "Ep.:  59860, Loss: 5.848, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  27.00 Time: 61:24:45 \n",
      "Ep.:  59870, Loss: 5.038, Avg.Score: 318.00, Avg.LenOfSnake: 16.60, Max.LenOfSnake:  34.00 Time: 61:25:24 \n",
      "Ep.:  59880, Loss: 5.592, Avg.Score: 194.00, Avg.LenOfSnake: 12.47, Max.LenOfSnake:  24.00 Time: 61:26:03 \n",
      "Ep.:  59890, Loss: 6.143, Avg.Score: 312.00, Avg.LenOfSnake: 16.40, Max.LenOfSnake:  38.00 Time: 61:26:39 \n",
      "Ep.:  59900, Loss: 7.019, Avg.Score: 255.00, Avg.LenOfSnake: 14.50, Max.LenOfSnake:  25.00 Time: 61:27:17 \n",
      "Ep.:  59910, Loss: 5.121, Avg.Score: 260.00, Avg.LenOfSnake: 14.67, Max.LenOfSnake:  29.00 Time: 61:27:51 \n",
      "Ep.:  59920, Loss: 4.346, Avg.Score: 252.00, Avg.LenOfSnake: 14.40, Max.LenOfSnake:  32.00 Time: 61:28:30 \n",
      "Ep.:  59930, Loss: 6.314, Avg.Score: 272.00, Avg.LenOfSnake: 15.07, Max.LenOfSnake:  29.00 Time: 61:29:09 \n",
      "Ep.:  59940, Loss: 5.234, Avg.Score: 271.00, Avg.LenOfSnake: 15.03, Max.LenOfSnake:  28.00 Time: 61:29:46 \n",
      "Ep.:  59950, Loss: 5.327, Avg.Score: 223.00, Avg.LenOfSnake: 13.43, Max.LenOfSnake:  25.00 Time: 61:30:23 \n",
      "Ep.:  59960, Loss: 6.071, Avg.Score: 270.00, Avg.LenOfSnake: 15.00, Max.LenOfSnake:  31.00 Time: 61:31:00 \n",
      "Ep.:  59970, Loss: 5.340, Avg.Score: 235.00, Avg.LenOfSnake: 13.83, Max.LenOfSnake:  30.00 Time: 61:31:36 \n",
      "Ep.:  59980, Loss: 4.575, Avg.Score: 221.00, Avg.LenOfSnake: 13.37, Max.LenOfSnake:  33.00 Time: 61:32:13 \n",
      "Ep.:  59990, Loss: 5.959, Avg.Score: 251.00, Avg.LenOfSnake: 14.37, Max.LenOfSnake:  30.00 Time: 61:32:49 \n",
      "Ep.:  60000, Loss: 4.353, Avg.Score: 283.00, Avg.LenOfSnake: 15.43, Max.LenOfSnake:  31.00 Time: 61:33:26 \n"
     ]
    }
   ],
   "source": [
    "num_episodes = 60000 \n",
    "num_updates = 500 \n",
    "print_every = 10\n",
    "games_in_episode = 30\n",
    "batch_size = 20\n",
    "\n",
    "\n",
    "def train():\n",
    "    \n",
    "    scores_deque = deque(maxlen=100)\n",
    "    scores_array = []\n",
    "    avg_scores_array = []    \n",
    "    \n",
    "    avg_len_array = []\n",
    "    avg_max_len_array = []\n",
    "    \n",
    "    time_start = time.time()\n",
    "    \n",
    "    \n",
    "    for i_episode in range(num_episodes+1):\n",
    "        \n",
    "        ## print('i_episode: ', i_episode)\n",
    "        \n",
    "        score, avg_len, max_len = run_episode(games_in_episode)\n",
    "        \n",
    "        scores_deque.append(score)\n",
    "        scores_array.append(score)\n",
    "        avg_len_array.append(avg_len)\n",
    "        avg_max_len_array.append(max_len)\n",
    "        \n",
    "        \n",
    "        avg_score = np.mean(scores_deque)\n",
    "        avg_scores_array.append(avg_score)\n",
    "        \n",
    "        total_loss = learn(num_updates, batch_size)\n",
    "        \n",
    "        dt = (int)(time.time() - time_start)\n",
    "        \n",
    "        if i_episode % print_every == 0 and i_episode > 0:\n",
    "            print('Ep.: {:6}, Loss: {:.3f}, Avg.Score: {:.2f}, Avg.LenOfSnake: {:.2f}, Max.LenOfSnake:  {:.2f} Time: {:02}:{:02}:{:02} '.\\\n",
    "                  format(i_episode, total_loss, score, avg_len, max_len, dt//3600, dt%3600//60, dt%60))\n",
    "            \n",
    "        memory.truncate()\n",
    "        \n",
    "        if i_episode % 250 == 0 and i_episode > 0:   \n",
    "            torch.save(model.state_dict(), './dir_chk_len/Snake_{}'.format(i_episode))\n",
    "            \n",
    "    return scores_array, avg_scores_array, avg_len_array, avg_max_len_array    \n",
    "\n",
    "scores, avg_scores, avg_len_of_snake, max_len_of_snake = train()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length of scores:  60001 , len of avg_scores:  60001\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "print('length of scores: ', len(scores), ', len of avg_scores: ', len(avg_scores))\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plt.plot(np.arange(1, len(scores)+1), scores, label=\"Score\")\n",
    "plt.plot(np.arange(1, len(avg_scores)+1), avg_scores, label=\"Avg score on 100 episodes\")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1)) \n",
    "plt.ylabel('Score')\n",
    "plt.xlabel('Episodes #')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = fig.add_subplot(121)\n",
    "plt.plot(np.arange(1, len(avg_len_of_snake)+1), avg_len_of_snake, label=\"Avg Len of Snake\")\n",
    "plt.plot(np.arange(1, len(max_len_of_snake)+1), max_len_of_snake, label=\"Max Len of Snake\")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1)) \n",
    "plt.ylabel('Length of Snake')\n",
    "plt.xlabel('Episodes #')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mu:  27.39 , sigma:  4.61 , median:  27.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n, bins, patches = plt.hist(max_len_of_snake, 45, density=1, facecolor='green', alpha=0.75)\n",
    "l = plt.plot(np.arange(1, len(bins) + 1), 'r--', linewidth=1)\n",
    "mu = round(np.mean(max_len_of_snake), 2)\n",
    "sigma = round(np.std(max_len_of_snake), 2)\n",
    "median = round(np.median(max_len_of_snake), 2)\n",
    "print('mu: ', mu, ', sigma: ', sigma, ', median: ', median)\n",
    "plt.xlabel('Max.Lengths, mu = {:.2f}, sigma={:.2f},  median: {:.2f}'.format(mu, sigma, median))\n",
    "plt.ylabel('Probability')\n",
    "plt.title('Histogram of Max.Lengths')\n",
    "plt.axis([4, 44, 0, 0.15])\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ml2-kernel",
   "language": "python",
   "name": "ml2-kernel"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
